{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"\\nfor i in range(3):\\n    plt.subplot(3, 3, i * 3 + 1), plt.imshow(images[i * 3], 'gray')\\n    plt.title(titles[i*3]), plt.xticks([]), plt.yticks([])\\n\\n    plt.subplot(3, 3, i * 3 + 2), plt.hist(images[i * 3].ravel(), 256)\\n    plt.title(titles[i * 3]), plt.xticks([]), plt.yticks([])\\n\\n    plt.subplot(3, 3, i * 3 + 3), plt.imshow(images[i * 3+2], 'gray')\\n    plt.title(titles[i * 3+2]), plt.xticks([]), plt.yticks([])\\nplt.show()\\n\""
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 이미지 로드 \n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "image_grey = cv2.imread('90R_81_F_2_R_L_2_1.jpg', cv2.IMREAD_GRAYSCALE)\n",
    "image_enhanced = cv2.equalizeHist(image_grey)\n",
    "\n",
    "# Adaptive Thresholding 적용 \n",
    "max_output_value = 255   # 출력 픽셀 강도의 최대값\n",
    "neighborhood_size = 99\n",
    "subtract_from_mean = 10\n",
    "kernel = np.array([[0, -1, 0],\n",
    "                   [-1,5, -1],\n",
    "                   [0, -1, 0]])\n",
    "\n",
    "# 커널 적용 \n",
    "image_sharp = cv2.filter2D(image_grey, -1, kernel)\n",
    "\n",
    "#sobelx = cv2.Sobel(image_grey,cv2.CV_8U,1,0,ksize=3)\n",
    "#sobely = cv2.Sobel(image_grey,cv2.CV_8U,0,1,ksize=3)\n",
    "#bitwise_or = cv2.bitwise_or(sobelx,sobely)\n",
    "image_sharp_binarized = cv2.adaptiveThreshold(image_sharp,\n",
    "                                       max_output_value,\n",
    "                                       cv2.ADAPTIVE_THRESH_GAUSSIAN_C,\n",
    "                                       cv2.THRESH_BINARY,\n",
    "                                       neighborhood_size,\n",
    "                                       subtract_from_mean)\n",
    "image_binarized = cv2.adaptiveThreshold(image_grey,\n",
    "                                       max_output_value,\n",
    "                                       cv2.ADAPTIVE_THRESH_GAUSSIAN_C,\n",
    "                                       cv2.THRESH_BINARY,\n",
    "                                       neighborhood_size,\n",
    "                                       subtract_from_mean)\n",
    "#img = cv2.imread(\"126_F_1_R_D_1_1_gray_gau.jpg\", cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "ret, thr1 = cv2.threshold(image_binarized, 127, 255, cv2.THRESH_BINARY)\n",
    "\n",
    "ret, thr2 = cv2.threshold(image_binarized, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)\n",
    "\n",
    "blur = cv2.GaussianBlur(image_binarized, (5, 5), 0)\n",
    "ret, thr3 = cv2.threshold(blur, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)\n",
    "\n",
    "titles = [\n",
    "        'original', 'Histogram', 'G-Thresholding',\n",
    "        'original', 'Histogram', 'Otsu-Thresholding',\n",
    "        'Gaussian Filter', 'Histogram', 'Otsu-Thresholding'\n",
    "]\n",
    "\n",
    "images = [image_binarized, 0, thr1, image_binarized, 0, thr2, image_binarized, 0, thr3]\n",
    "'''\n",
    "for i in range(3):\n",
    "    plt.subplot(3, 3, i * 3 + 1), plt.imshow(images[i * 3], 'gray')\n",
    "    plt.title(titles[i*3]), plt.xticks([]), plt.yticks([])\n",
    "\n",
    "    plt.subplot(3, 3, i * 3 + 2), plt.hist(images[i * 3].ravel(), 256)\n",
    "    plt.title(titles[i * 3]), plt.xticks([]), plt.yticks([])\n",
    "\n",
    "    plt.subplot(3, 3, i * 3 + 3), plt.imshow(images[i * 3+2], 'gray')\n",
    "    plt.title(titles[i * 3+2]), plt.xticks([]), plt.yticks([])\n",
    "plt.show()\n",
    "'''\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'image_binarized')"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2, figsize=(10,5))\n",
    "ax[0].imshow(thr3, cmap='gray')\n",
    "ax[0].set_title('thr3')\n",
    "ax[1].imshow(image_binarized, cmap='gray')\n",
    "ax[1].set_title('image_binarized')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "2* 3+2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_enhanced = cv2.equalizeHist(image_grey)\n",
    "\n",
    "# Adaptive Thresholding 적용 \n",
    "max_output_value = 255   # 출력 픽셀 강도의 최대값\n",
    "neighborhood_size = 99\n",
    "subtract_from_mean = 10\n",
    "kernel = np.array([[0, -1, 0],\n",
    "                   [-1, 5, -1],\n",
    "                   [0, -1, 0]])\n",
    "\n",
    "# 커널 적용 \n",
    "image_sharp2 = cv2.filter2D(image_enhanced, -1, kernel)\n",
    "\n",
    "#sobelx = cv2.Sobel(image_grey,cv2.CV_8U,1,0,ksize=3)\n",
    "#sobely = cv2.Sobel(image_grey,cv2.CV_8U,0,1,ksize=3)\n",
    "#bitwise_or = cv2.bitwise_or(sobelx,sobely)\n",
    "image_sharp_binarized2 = cv2.adaptiveThreshold(image_sharp2,\n",
    "                                       max_output_value,\n",
    "                                       cv2.ADAPTIVE_THRESH_GAUSSIAN_C,\n",
    "                                       cv2.THRESH_BINARY,\n",
    "                                       neighborhood_size,\n",
    "                                       subtract_from_mean)\n",
    "#image_binarized = cv2.adaptiveThreshold(image_grey,\n",
    "#                                       max_output_value,\n",
    "#                                       cv2.ADAPTIVE_THRESH_GAUSSIAN_C,\n",
    "#                                       cv2.THRESH_BINARY,\n",
    "#                                       neighborhood_size,\n",
    "#                                       subtract_from_mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'image_sharp_binarized2')"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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bzmGdOnXC6dOnERkZaZHDJkyYYLWfq1evxqZNm0xU1pMmTRLwn0EWLlxotp3w8HCcP38eAwcOFKS7uLjg0KFDmD6de6vEzp07OW8ZZNeuXYJ63t7eOHbsGN544w2z10tJSeF1Bw8ebHh5wpUrVxATEwNfX1+0bdvW6r3/XTSJ6piINIyx1wDshN48fjURWTxn5ebmhv79+8POzg5hYWGC75deXl544oknAOjVM439ttqvXz8UFRXhiy++QE5ODjQaDa5evYrKykpBOblcjsGDByMxMRESiQQDBw6Ej48PVxnX1tYiLy8P27dvR1VVFQYOHAiJRAKJRIIWLVoI2kpISMDo0aPh5SUMNlFWVoZff/0VaWlpUCqVGDhwIFq3bg2JRIKAAGGAi6ysLOzZswdFRUX8W8/OnTtx69YtPPvss/Dw8MCtW7ewdu1atG/fHnFxcQD03yQMqtwOHTrw9lQqFfLy9J+dnJ2d+WQzhlarxb59+xAYGIiuXbsK8n766SdotVr06ye0Cfnjjz9w44YtfsZFiHgw0Fj+AgC1Wo2ysjI4OjrC399fwGGWUFFRgdWrV8Pe3h5VVVVc/csYg7+/PwoLC3H16lUAQH5+PucwYxj4x83NjacpFAq0atUKQ4cO5Rxmb2+P2tpaXL16Fdu3b0d+fj4v7+joiMGDByMpKQklJSUA9N8zDx48KLiWt7c3fH19wRgT8IebmxvnSWMY29EY+g/ov18/++yzJpsExhgCAgKQmJjIOezy5cvYvXu31XE0NwYXL17k1ztz5gznPqlUii+++AKMMRQXFyM3NxfHjh0TfDtvEtxrNQ0RIT4+nnQ6nUCdaw0vvfQSBQcH26Q6JiLav38/yWQygaxYsYLnz549m9zd3en69eu8H2q1mrRaLS9z5MgRrk6JiooilUpFWq3WRA1jDSdOnCA7OzuSyWQUGhoqUGNoNBp+XSKi9evXC9QuarWa+vTpQ9HR0fyaV65cIWdnZ5ozZ06D1z548CC/9+joaKqtrTUpU1FRQS1atBCoXQx4/PHHKSEhgXQ6nSD9rbfeItRFlBJFlH+rGLjB0dGRLl26JOCO3377jWQyGTHGKDY2llQqFY0YMYKreRljAlWsnZ0dnTt3jjZs2MCfWalUyvmnPoep1WqaPn06rz969GgTDuvRo4egDcPvAMjHx4eKi4sFff7yyy/Jzs6OTp06xdM0Gg398ccfJJFIBP1dsGABzzdcV61W07p160zUzAA4h7388su8H7NmzTLLu5s2bTIZA4PIZDJaunQpLzt37lyBOhoASaVSXt94nI3H0ZDepPPjXk9QIv1Cu3r1aoqNjaW8vDxqCNeuXaNLly5x0m9ooa2srKTz58/TuXPnuJSWlvL8oqIiSk9PJ7VaTRs3bqSoqCiKioqi1157jZcxLLQLFy6kzMxM0ul0NG/ePEpMTKTy8vIG+0xEVF1dzfth3H+lUkmPPPIIRUVFUWxsLF25ckWw0Do5OVFUVBQpFIrbXmirqqr4tTMzM82WsbbQ5uTk8G/HxhAXWlFEIbRt25beeecdYoxRaGgoTZ48mQyoqKigc+fOUWJiIjk4OFBERAS5ubmRv78/nThxgkaNGiVYHBhjFBISQqNGjeJ89eWXXxIAWrJkiYDDioqKqGPHjuTt7c3ru7u7m3BYTk4O55SFCxfSzz//zL9pSqVSCg8Pp0WLFvE+K5VKOn/+vGAz8NJLL1FQUJDJwrlgwQIBhxmkefPmVhfa69ev0549e8jR0ZG8vb15vdmzZ/NrlpeX8/s1XriDg4Ppzz//pJKSEl62uLiYjh8/Tr6+vnwx3bJlC6/fuXNnXv/DDz/k6YaXnqacH/fM6rg+PD090aZNG+zbtw+RkZHo2LGjSZmysjLs3bsXHTp0QGhoKAD9t5FTp06ZWMwZo6qqCunp6UhISIC/vz9Pr6mpwa5du9CmTRtEREQAAEpLS3H+vP5cupOTE7Zs2YKuXbvC09MT/fv3R0JCAnx9fbFt2zYcOnQIGRkZFk3a68PBwQGRkZEm6VqtFhcvXsTNmze5iicwMBD9+/dHSkoKZDIZwsPDER4ejlatWpmoz8+fP8+t8AC9Cuaxxx7j5vyAXj1k7tq2wtJxn5iYGLi7u992uyJE/BPg4OAAHx8fEBEyMzNx5MgRbNmyBT169IC7uzuioqLg4uKCmpoapKeno0OHDnjooYfQtm1bk09MRISsrCz4+vri4sWLSEpK4scFAwMDERUVBQA4ffo0Tpw4gbNnzyIoKAiJiYkA9OpWw3ddYw6Lj4/nHObl5cV5xMA/Bw4cMHnODaccAP1xnri4OP6ZyoCwsDABh0kkEvTs2RNOTk78uJM5+Pv7Q6PRQCKRoLi4GMXFxQCAw4cPY+vWrZzDDPfLGEP//v1x9OhR2NnZITIyEnK5nLd38+ZNZGRkcPsTxhhCQkJ4/SeeeAKOjo5ISUlB8+bNeXr37t3x448/Wv3//m3c6zdBIv2Olki/6woKCqLnn3+ezOHkyZMkkUhozZo1PG3KlCmCtyV7e3uTHW1KSgoBoK1btwrSr127Ri4uLjRr1iyetnz5cpM3sJSUFEG99PR0bhnn6+sr2B3fDm7evEleXl7c2tCw47RmdUxElJeXRwqFwqwV4IULFxrdD2s7WmsQrY5F+bdLfHw8LViwwMRq99ixY2RAnz59eJ4xh02ePNnszs8gR44cMcthL7/8Mi/TEIft27ePjGHMYbbKrl27yBJu3rxJzZo14xycmZkp0MoZS0xMjIlWzhyHnT9/3uy1+vfvTxEREaRSqQTps2fPNlEbnzlzRlDm6NGjxBij9evXC9KbmsPuix1teno6Pv30U7zyyivYvHmzYCfWEMaNG4dHH30UQ4YMweOPP44JEyZYtNqdPHkyP5cmlUrh7e2N3bt3CwyRkpOTERMTAwA4cOAAJk+eLGhj+vTp+Omnn6BWq/Hmm2/i+eefh4uLC7766issXbqUl5NKpVi9ejU/z2sNrq6u2LFjBz+obTCuYoxh1apVAocUxvDx8cGePXug0+lw69YtDBkyhBszWMLUqVORkpICAJg4cSKeffbZBvsnQoQI60hPT0dpaSmOHDnC03Q6HRYsWMANcYx3hwBQUFCAoUOHckcUtmDy5Mn8zG12drbZMsnJyYiKisLw4cO58dSrr76KLl26YMWKFQIOA/SOMTZu3IjNmzdj2bJlJu0lJCRg0aJFjdaI9erVC4cOHcLo0aPh6OiITz/9FIB+ly2VSjF//nz88MMPqK6uNqmr0WgwdOhQ9O3bF/PmzcO4ceP4Lj0jIwPV1dXo1q2bQLtnbfdcHzNmzMD//vc/ALBorXwncV8stJWVlbhy5QokEolALXHixAnIZDJ+sNjFxQVJSUlQKpU4cuQIOnfujJYtW8LT0xPdu3dH165d0bmzqQMXd3d39OjRA2lpaThy5Aj27duHqKgoBAQEoFOnTsjJyeGLT0BAABISEgAAhYWFJm3J5XLutUmj0aCiogIHDx7ElStXuBeTgoICZGRkmFg2W4JMJjNRlRcVFXEVtjnV7MWLF1FSUoLOnTtDIpGgrKwMdnZ2APRaiqNHj0Kj0SA6OlpQz87OjvdTKpWa9OPhhx/manRrqKmpwdGjR0FE3NuKCBH/VlRWVkKj0XDuAPQLbXZ2Nk6cOAFA/5klNjYWAKBUKpGSkoIjR45ApVJBJpOhc+fOkMvlICKkpqbyBej48eNQKBScwy5evGhy/cuXLws47OGHH0aPHj1w7NgxnD17FufPn4erqysAIYcBer6oqakxe+TPcB81NTXQ6XSNGhOtVsvrGX5v164d7O3tkZKSgoMHD+LkyZMA9E5+WrRogdTUVNTW1oKI8Oeff8LNzQ379u3D77//jrNnzwraP3r0KAA9p3Xq1AkhISEICQkBoLdyNufNytXVFd27d8e5c+d4flxcXNNzWFNul20VADRx4kTBVl6r1VJ8fDz16tXLRHVQ32GFrTA+6Lx8+XKeXt9hhQFbt241qzq+ePGiidpl6tSpPH/NmjVmHVY0BvWtjutj1KhRFBgYyB1WKJVK8vPzE/TJ2GHFnUZmZibZ29vza9F9MI9EEeVeiTUOMzwjv/zyC8974YUXBM+qu7s7FRYWEhGRSqWisLAwQb7BYYUxh1kScxwGgBISEni6OQ5rSH777TeyBFtVx9u3b6czZ86YWBDPmTPHLIfZIn5+fqRUKgX9+eKLL8yqjg0YOnSoSTtNOT/uix2tOUgkEnzyySd8lzZz5kyUlpZi8eLFJmVv3bqFl19+Gd27d8fLL78syHvnnXcgk8nw/vvvY8aMGRgzZgwACHZ6zz33HB566CEAMKt2njJlCjw8PADoVa9xcXH48ccfBW94J06cQN++fQFYVmFkZmbirbfeglarhZ+fH5YtW8bvDwC2bt2KFStWANAbGPz8888AhOfRDCAiFBcX8/O8Dg4OWLJkCZycnKDRaPDqq6+a7UN9lJaWYsyYMbh165YgXSaT4X//+5+Jz2YD/P39sXXrVuh0uruiehEh4kGDgcNSUlIwffp0zJgxAzt27OAc5uPjg6VLl2LDhg3YsmULhg0bBrlcDplMhpkzZyItLY2ridPS0tC3b1/07duXc5glnDt3jnNRUVERT09PT0ffvn0tcth3332HtWvX8r8ZY1i8eDHfJcbFxTXIYYD+TPGoUaPQvn17zmEG/PTTT0hLSzPZHa9btw4HDx408cHcpUsX/Pe//xWkzZ07F4cPHwbw16fDF198ETU1NbxMXl4edDodXnnlFfTs2RMzZ860OmZNjftioXV0dDRx2ACAW9EBen/AN2/eNLw9cly/fh2ZmZnYuXMnAPAFE9AvRjt37uQLVXx8vNnrt2nTBm3atAGgt1wzeIFyd3dHbGwszp49C51Oh7CwMNTU1EChUHAnGgYUFBTwQ+AGFbiTkxPKy8uRlZWF0NBQqNVqXL9+HZcvX4abm5uJtfLly5e51xZ3d3f+sJhDy5YtERERwdXbBtVSs2bNoNFo8NBDD8HDwwOnTp1CmzZtuD/ky5cvo6amBhEREWCMQafTIT8/X7DQlpSU4OrVq3j++ef5xDduA9B/ZzGMwYwZMyz2U4SIfwOscZhMJsOmTZug0Whw48YNzmFSqRT+/v5QKBTQaDTcMYNcLsfIkSP5yz2gd5iTn5+Pdu3aISkpyWpf8vLysGPHDkRERAh8ICuVSuzYsQMvvPACunbtapbD/vzzT/63RCJBy5Yt+UkNe3t7ixwmk8kQExODjIwMXLt2DSkpKfD39+ccduvWLVy6dAlpaWk4fvw4/xyoVqtx4cIFZGRkIDMzE1FRUQI/9JGRkYKTIoZ+GBAdHY0ePXpg8eLFyMrKEjjiAMB92D/zzDMA9M56wsLCEBQUhKioKFy4cAEBAQEN2rb8bTTldtlWMTissAadTsfLGKuOp06dKjhALZFIBAIjtYstWL58OT8wTqRX/yQlJVFCQoJV5xQ6nY60Wq1AiIh27NhBEomEW+xptVoaNmwYBQUFUVVVlaCNjz/+mN/H0KFDGxwPc9czzv/+++9JIpHQwYMHefqAAQMoKipK4LCifjsrVqwgQH+ezzCOe/futdgX0epYlH+7NMRhhmfLmMMMfFXfYYXh2TNOT0pKMnnGLWHZsmUkk8koLS2NtmzZYtL2xo0bzdarzylqtZo6dOjAOaAhDtPpdPTRRx+Z5bC9e/dyPjY4zNFqtZSbm8utjl1dXenatWuCPhg4rD6nG+Szzz7jfapvdWwshroGpzs6nY4yMjLI3t6ePvroo3+H1TGABl0rGue//PLLeOaZZ2Bvb4/BgwcjKCgIEydORHl5OSQSCebNmyd4CzJE0LEFPXr0wJo1a9C8eXMA+re6adOmQafTmRgPAUB5eTkmTpyInj17YtCgQTydiPDuu+/i8OHD0Ol0eP/993HgwAG89957GDt2LAYOHGiicnniiSfg7u6OKVOmCNLPnz/P/ScHBgbi//7v/yCRSKyOGWOM71iNodPpTNIMVs0qlQqTJk2Ck5MTjzxy8uRJLFq0CPPmzcP+/fsxa9YsAHqV1JQpU6BWq3H58mWL/RAh4t8CS89jWloaFixYIEiLjo4WRCirqqriHNVag84AACAASURBVCaTycxymKXTB/Xx6KOPYu3atQgMDOTRagAgNDQUM2fONDEYNXBYVVUV5HI5PvzwQ64FNOYLYw4zuDB86aWX8Pzzz6Nv375gjAn6eOTIEQwfPhyAfrdszDsG97VeXl5YuXIlNBoN7Ozs4OnpKWjDHIeZg0QiQXJyMgICAjBx4kTExMRg5MiRePfdd7kaGdCHKhw+fDheffVV+Pj4AAC+/fbbpuewplzFbRXDOVqdTke5ubmUmZlpVep7YiorK6NOnTpRSEgIRUREmPVg1BQoLi6mo0ePkqurK40dO5ays7O5C0WtVkuxsbGCt6ro6GjKyMigzMxMys3NNfsGrFKpqEePHvTmm2/ytD179vCP/n369LH5zfbXX3+lkJAQwVk+wxk0W10w7t27l0JCQsjR0ZFiYmLo0qVLVFFRQbm5uRQREUEhISFkb29PdB/MI1FEuVcSHx9PpaWlZvlqzZo1JjusDz74gHJycmz2bne72LVrF4WEhFBISAgNHDjQJN+YwwD9Of79+/dTUVGRVQ4zjiJkcMFIRLRq1SoKDg42cYVYv4362sGbN29SdnY2aTQaKisr42O3ZMkSAkABAQEUEBBg0pZhR2uAMYdptVrq06ePWQOrRYsW0d69ewUGYbfzf7dV7vkEJfproa2urqbw8HCyt7e3KmvXrjWZMCqVimpqaqimpqZBNfSdwttvv83/UVKplDw8PCg3N5eIzC+0jDF+D+Hh4RbD1alUKoHfZ8NCu3nzZpND2tag1WpNxqOxC62hje7du/P+b9y4kXQ6HR/vDh06EN0H80gUUe6VxMfH08cff2yWr+qHnwPA/Z3b6q/9dmF4fmtqasw+88YcZhA7OzsaPXq0VQ4zVuEaL7SGhTI4OLhRC+2sWbPIx8eHCgoKaPny5SZjt2fPHs6Dti60RHou3bx5s9nxr3/ftv6vb0fuG9UxoF/0VSoVVCoVGGMWnU9kZGRYtHSVSqWYOnUqvL29m6SPX375JU6dOgVAH1noww8/5HkymYwbMDDGMGnSJO5WDNCHZfr444/5fRIJDbsMqK9SDgsLw+LFixEXF2eSZw0SiURgOAAAI0eORHp6OiZOnIiBAwcKDM6stTF+/HgegDk2NhaMMdjb22Pr1q08wogIEf9mJCUlYe7cuZg3bx5KSkqsctg333yDCxcu4J133oFcLodKpbLpLOfKlSt50PYhQ4bgkUcesVreHAdY4zADoqKiTDjs888/x8WLF626u5VKpXB2dsaMGTNQVlZmtoyxelipVGLevHlwdnbGe++9BxcXFzz88MOYP38+PvjgA/j5+WHkyJH8bP/ixYuxatUqnDlzBgDw/fffIz8/H9OmTeP+AQB9VLG33noLkyZNQlxcHLf0zsnJwaJFi/Dcc89x49gtW7bwM8hNhqZcxW0V4x1tx44dycfHh/z8/Oj06dPmXtLohRdeIIlEQt7e3uTj40Pe3t7EGCNHR0dq0aKFRaf5RPo3rsLCQhNDJFsxevRo8vHxIR8fH0EEIFtw+vRp8vPzIx8fH4qNjaXc3NxGnwU2oLy8nAoLC6mwsLDRbWRkZFDz5s0FbuCI9MEXYmNjaezYsbxtg5h7GyYSgwqIIgqRqRtZBweH2+IwmNnRlpSUcDevxirbDz/8kD+fhvP0tuB2OWzQoEHk4eHBDZcM52ZnzJhBxcXFNmsS1Wo17/epU6fIycmJJk+ezNXVRES1tbUUERFBTz31lAkXGbuyRL1ztAYOc3FxIalUSvv27RNw2MmTJ8nX15c2b97M+3M3OOyeT1AymqRE+gVEqVRSWVmZRSvfF154gQIDAyk/P5+USiXl5uaSt7c3jR07lsrKyqx+w7xw4QI1a9bMZJGxFZWVlaRUKkmpVDZKjUv0l1pFqVRSWloa+fr60uLFi2+rH+PHjyc3Nzdyc3MTqG5sgVarpbKyMrP9Ly8vp2XLlvG2DbJ//36zbYkLrSiimC60gwcPvi0OM7fQ9uzZk/r06UNEwoXW0dGRP5/z5883ex1zuF0Oq6iooJSUFJJIJLRixQr6888/ycHBgRwcHCgoKIhu3rxpUzvnzp0jT09PcnNzIxcXFwL0Ti4CAwO50w7DQiuTyUy4qP733/oOK8rLy+l///sfASCFQiHgMI1GQ0qlUrBxuBscdl+pjgFY9HO8fv163Lp1C6NHj0a/fv0QExODZs2acXdi77zzDtq1a8fdjBkjNzeXH8QuKipCaWkpNm/ejCtXrpi9lkQiwZgxY8yqn52cnG773qRSKe8fEeG1114TBGdvDKqqqrhqZseOHSAivPLKK1AoFNDpdFi2bBm8vb0FltAGSCQSs+ME6Mf/oYcewvjx47FixQp+4H3NmjW4dOkSXnrpJQB6RxdLly6Fq6uryTk3ESL+7bCzs+PPWHZ2Nr7++mtBfqtWrfDWW2+ZcFhlZSWkUqnASc2tW7dQUFCA2bNnC/wlV1dXczeNO3fuFJyZbQoOUygUaNOmDaZPn87d306bNo37TDb4MjaH1q1bY/jw4diwYQMOHDiA0tJSEP316UylUqGoqAgfffQRFAoFtFotbty4AY1Gw3muZcuWeOGFF8z2y1ht7OLiwu/R2D+AMYdt3ryZu3S8KxzWlKu4rWK8o7WE/v37U5cuXUir1VJ1dXWDqhK1Wk0VFRVUUVFBv/zyi8UP8+ZEJpNRamoqr28stganvx3U1tZSRUWFTSqYV199VRD1ws3NjfLz83k78fHxFqMg2QKNRkMJCQnk6OjIr9GpUyfet+zsbPLy8qKPPvqI4uLiiO6DeSSKKPdKjD9/RUdH06hRo8iAnTt3Cs5zKhQK+uKLLziHqVQqs8+9Wq2m8vJy6tSpU6P4615wWElJCbVq1UrgllUmk5FCoSCFQkFPPvkkEenVz4Y0hUJhNnJP/fswlDXnjrempobfl2F3XlFRQcuXLyeFQmFy7jY+Pp7Kyspo+PDhvN27wWH3fIIS2bbQlpSUUHFxMRERvfnmm9SxY0er31m3bdtG/v7+5O/vT56eno2eqF5eXry+sWzbtq3Bvt4uli9fTq1ataKcnJwGyyqVSjp+/Dg5OTmZLLRE+mD2fzd8X3FxMX311VdmF1qNRkP5+fn0zjvvkFwuJ7oP5pEootwrMeaw+s+e8UIbHR1NeXl5NGbMGM5hc+fOpYiICM5vBhg4zJzV8v3GYTqdjgoKCgR+45OTk+n69et0/fp1rlYuKSnhadevXxdwmDl58sknedkbN26YXHfKlCn8vj744AOqrKykDh060Lhx4ygvL48iIiIE7cnlcvL396c1a9bwdu8Gh913qmNLMHZH1qFDBxARVq1ahS5duqBt27ZYv349qqqqeJny8nIkJycD0LtpbGxg3xs3bphN//HHH3nYK0CvhnnuuecaZQ1sCaGhoejXrx+cnZ152qZNmyCXy7kLsZKSEnz33XdISkpCSEgIXn75ZahUKkilUnz33XcC92UhISHo3bv3bffHy8sLcXFxGDduHLZt24bCwkIeCtDV1RVDhw6FVqvlqiMRIkRAoK794YcfsH//fv63TCZDQEAAunTpAgcHB6xatQr79+9Hbm4uVq1aJfh0ZuCwzZs3m40k1hBs5TAD4uPjzUY/swWMMfj6+qJr164YN24cAL0b2S1btlitp1arMXLkSGi1WtTW1uLbb78V8Pi1a9fMtuHh4YEhQ4YgNjaWq5arqqqwYsUKZGdnIy4uDgEBARg2bBiuX78OANi2bRuuXbuG/Px8HDhwADKZ7O5xWFOu4raKLTtatVotUHnk5OSQk5MTzZ8/n0pLS6l58+aCiBCDBw/m9Xbt2nVbb4S2iLe3N7doM4g1V42NgU6noy5dutDjjz9OKpWKdDodpaWlkaOjI61evVpQ1hD5QiKRkFwuJ7lcTkOGDGn0NS31v1evXtwIQSqVUkREBNXU1NDEiROJMUZ0H8wjUUS5V2KOw+pH7wFAsbGxVF1dTVqtlnOYJW4ZOHAgqVQq6ty5c5Pxl7FMmjRJwGO1tbV/yyfBhg0bOBcZuEMmk/E0uVxOwcHBVFFRQRqNhoqLi8nX11ew+zQ2fGKM8XoGN47GmDNnDi/74osvmvS/R48egvsNDg6m8vJyeuONN0i/FDbd/LjnE5QsTNL6GDVqFPXr149bFBsvtFqtlrKysmjatGkmC+3gwYOpRYsWTTY5pVIphYSEUGhoKJcpU6Y0eD+24sqVK/T9999TaGgo7du3j1QqFV26dInKysoE5QwL7dChQykjI4MyMjLo+vXrjbpWVVUVJSYmCkL+GZCXl0c//PADMcbo448/psuXL5NOp6Pi4mKKjo4mug/mkSii3CuxdaG1t7en0NBQ2rRpU4MLrUKhoNDQUHJwcLgrC62Hh4eAx8LDw7nP99tBeXk556K1a9cSoA9PakjLyMig7Oxs0ul09Mknn1BISAjfLMlkMtqxYwf3DAXov68a6pn7vGa80Lq6ulJERITAerv+QiuXyyk0NJTc3d2bfKG971XHBQUF2L9/P5ycnBAZGcn9iTo7O2PgwIGIioqCRCJBcHAwEhMTMWjQIPz666+4cuUKNmzYgJMnT962Q4XmzZsjMTERe/fuFTieMIZWqxX4EwX0Pj43btxoUtbDwwO9evVqVB8CAwNRVlaG+Ph4uLm5wc7ODqGhoSbl7Ozs0K9fP3Tq1IlHImostFotcnJyIJfLef8DAgLQtWtXtGjRAiqVCkOGDIFOp8PRo0dx9OhRxMbGmhyIFyHi347c3FwcPnzYJOybSqVCZmYmysvLeVpMTAwiIyMBABcvXsTp06cB6C1mzQUvbyqUlpYK+ssYw7Zt27iDDGMkJCSgVatWVttzcXHhqnADdzz00ENm+cnf3x8dO3ZEx44dAfwVDcjT0xNDhgwBoHd0ceLECSQmJqJFixYA9OFJr169ir59+yIqKgoDBgzAL7/8gvLycty6dQs//vgjdxjStm1byGQy7Nq1C4BebX3Xxvd2V2gAgQD2ATgP4ByAN+rSPQHsAnCp7qdHQ21Z29Hu3LmTGGO0Y8cOm96izAVNvl3p168fERElJSVZLGMu8oYliY+PJ41Gw6NHGMudxu20W1FRQYGBgTxyCGOMnn76aZNyQ4cO5fkLFy4Uo/eI8kBKU3LYunXrBM9RfVm9ejVdvnyZnJ2daf78+fxZXbx4caM45V7JV199ddc57ODBgySRSATOJl599VXy9/fn52gNHGauz3v27KHU1FSToPMGaeh//HeEkX5iNRqMMX8A/kR0kjHmAuAEgGQALwAoIaL3GWNT6ibpZGttdezYkY4fP242r7y8HBcvXkRYWBjc3Nwa7FdtbS3atWuHjIyMRt6RKfr164etW7eie/fuAoMGA95++2306tULAwcOtMl9mpOTE6KiokzS3dzcsGnTJpvuzxZoNBo899xzCA4O5oGjbYFOp0NaWprgPJ67u7vJG2h2djZu3rwJQG+stWTJElRWVloPvyRCxH2GpuSwmzdvIjs722L5devWISMjA++++y5+/fVXHD58GJs2beK7rKFDh1o8538/ICgoCF5eXvzvu8Fht27dQnp6OkJDQ+Hu7g5ArzlQKpWIjo6GVCrlHPb9999j7ty5gjb37NmDTp06IT09HdOmTcNvv/0myCeiJuOw21YdE1E+gPy63ysYYxcANAfQD0D3umJrAaQAsDpJrcHV1VUQzB0Azp49i9LSUnTp0gVZWVm4evUqunTpckcsfxuDqqoqKJVKEBGCgoIQEhKCQ4cOoaamxmJ5cy8ULi4u2LVrl8CJhL+/P9q1a3db/WKMwc3NTWC9bAskEgkPyGwNwcHBCA4OBgATK0ERIh4UNCWHNWvWTOB0oj4+//xzpKeno0OHDvj5559x7Ngx7Nq1C+3bt0fHjh0FDhjuR+Tk5CAnJ4f/fTc4TKPRoKSkBKmpqXByckKXLl0EHAz8xWH5+fkmn+k8PT2hUCjQsWNH9OjRg6dfvHgRubm5t9VPm3EntsUAggBcAeAKQGmUzoz/rlfnZQDHARxv2bJlo1QKxoHfp0yZQu7u7tx1191WHRtk6tSpVFlZSa1atboj124o8Pv9AtEFoyj/BLnXHGZ47l9//fU7ymH3Uu40hx08eJC3bYhANm7cOBMXjI3FA+GCkTGmALAJwJtEVG4c/JiIDN8bTEBEKwCsAPRql8Zcc+LEiXjppZfu+7c+S5g8eTLatm2LUaNGCdS0xti3b5/JG9mcOXNu+5zb2bNnMWHCBMyYMaPBiD0iRPyb0FQcRkR49dVXBQY3oaGhVl0V/pNwJzlswoQJOHjwIP87Ly8Pffr0wcWLF1FSUoLk5GS88MILGDJkCEaOHGnxDLEBU6dOFexqmxp/a6FljMmhn6DfENHmuuRCxpg/EeXXfQMp+rudrA/j75zNmzdHfHw85HK5oU+IiYnhOnxA/53X2EeorSgtLUVqaqpN31+vX7+O48ePWw0hZYCjoyO8vLzw0EMPISsrCwUFBSZlCgoKTNKfeOIJbnXdunXrRoUCVCqV2LVrFz9Mbg46nQ5nzpxBbW0tGGOIjo6GSqUy+d4dGhoKT09PAHqfrX/H/7MIEfcSd4rDKisrkZeXh8DAQJ5GREhNTcWJEyd4Wm5uLlJTU+Hq6or27dvzcHFSqRTt2rVDq1atOIeZO9HwIOFOclhlZaXAb7FWq0VZWRlqa2tRW1uLlJQUJCYmQqPR4ODBgw2eNOnWrRtXS9vZ2TU9h93uVhh6lcpXAD6pl/4hgCl1v08BsKChtmw5R2sN9S3e6lvD7du377bVH42xAGxM2eDgYKqsrKR33nmn0f1hjNHKlSsbNUYGtYuxxV59GFsdy2QyOnPmDG3fvt3EYvLbb78V1BOtjkV5EOVOchgAmjhxIhnD3DlawzO8evVqzluGz18FBQW8rk6now0bNtxz9W9TyO1wmE6nowMHDghUxyqVisaNG8fT3n33XR74vTH9uBsnJ/6O1XEigIMA0gDo6pL/C+AogO8AtASQC2AwEZVYa8ua1bEl3LhxAxMmTIBKpYKzszM++eQTixFpiouLsW/fPpP00tJSvPnmmxaNlzp27IiJEyfivffew/nz5632Jzk5Gc8++ywmTJhgUW0RHByMefPmgTGGyspK7Nq1CydPnsTFixcbuFvzfTMYJA0ZMgTPPvus1fI3btzA3r178cgjj/AzaPWh1WqxY8cOVFVVgTGGXr16oaqqiqtsMjMzMW3aNCQkJAiCWe/atQslJSWi1bGIBwp3ksNCQkJoy5YtiImJ4Wk6nQ6dOnUS7GiDgoIwf/58JCQkQKFQYMKECTh27BiysrLQp08f9O/fn0eoycvLw5EjR0yudfXqVUycOBE6nc4k70HC7XIYoDeS7d27N06dOsVV81FRUYiMjOQcVh+zZ8/GuXPnTNLbt2+PK1euNCmH/R2r49+hfyM0h8dut11bUFhYiEuXLuHUqVOora2FQqFAeno63N3dwRhDUFAQVyUDet+jgwcPNmmnqKgIy5YtE/xTysrKuF9RNzc3xMbG2qRW8PX1RUxMjFXLZ0dHR64uunr1KjZv3myzqjkwMBDXrl1DZWUlAOD48ePcgtnf3x8xMTFo3bo1pFKp2Ta8vLxMxqCoqAhKpRKA3krS09MTUVFR0Gg0APTj7OTkxOudOXMGX331FUpKSlBQUIDc3Fzc7ouaCBH3GneSwzw8PASLLKD/jNWyZUvBp6eoqCgMHjwYxcXFOHv2LL7//nv+or9t2za4u7vjkUceAaC35DXHW5mZmVi1ahV/TgH9cSLDkbsHBY3hsLy8PFRXVyM2NhYBAQGws7NDZmYmFAoFYmNjAeg5TCKRCDjMGJGRkdyncX5+Pv+//Pnnn011i3/hbqlprEljVcejRo2ikJAQHsC3qKiImjdvTnK5nJydnSkjI8Pmtur79vzss88EqgW5XG6TStjgY9haGWNfnfWDF1uT7t27U21tLfXp08fitb28vASqJ1swfvx43p+ZM2dSRUUFBQUFCXyRJicn8/I6nY6P04ULFwQhseg+mEeiiHKvxBKHqdVqAb8Y/LWPGjXKLAcY+yq3ZrVbn7emT59+z1XCf0ca4rAePXrwcdmyZQtduHCBnJycBFxlicMMsmvXLj5eQ4YMMelDU86P+94FozkMGzYMSUlJcHZ2hkwmg1wuh1qthlqthlarxYwZM/DYY49h1KhR+PDDD80eHB82bBgSExMFO18A6N69O5YsWYJ58+YhPz/f5qgOOp3OrCqnbdu2eO2117B48WKkp6ffVpSIS5cu4fXXX0f37t0RHx+PefPmCa6l0+lQXl6OSZMmoU+fPvjPf/4jqL9w4UKuXhkzZgx/Axw0aBBatGiBmTNn4qeffkJRUREmTJggGBNjN2uMMZ4XEBCAJUuWYOPGjdizZ0+j70mEiH8i1Go1Zs+ebfHzUWBgIKZOnQqNRgNXV1fMnDkTv/zyC3bu3AlAyCOpqalWjRcBvUOZWbNm4ZlnnkFAQABP12g0nMMeBDTEYQZ+B/SbQz8/PyxatAjffPMNDhw4AAAWOcyAiIgInj5q1Ch0794dgD7CUpNz2L1+E7T2NmgrysrKKCYmhlxdXfnbydNPP015eXlmjREA0AcffEAFBQVmXYep1Wrq3r07BQQENCi+vr5Wd7w9evSga9euUbdu3f72W9/atWtp9+7dFl2IAaBx48aZ3E9ycjI1a9aMAFNjqKKiIgoPD6eAgAAKDQ1tdCCCWbNmifFoRfnXS0xMDJWVlVF1dTV17txZwBHG8bCN49F26tSJqqqqaN68eTzyVmM5wdfXlzIyMqi8vJyM0RCH+fj43PNdrCUZMWIEXb9+XRCtLTExkeevXLmSioqKiIho6tSpnIMNQRgay2F34xztPZ+gRH9/oSXSW8wuWLCA/zNkMhkpFAqLk9cQRaOiosJse5WVlVRRUdGgZGdnk5ubm8VJI5VKSaFQWF0cbRUHBwer0T4sLbRVVVU8+HT9hVan0wnup7E+S1UqFcXFxRHdB/NIFFHulUgkEpo2bRoRmXLH1q1b+fMpkUhIoVDQypUrqbKykoj0z1BeXh55e3s3mhMYY+Ts7Ezz5s2j+rDGYSdPniQ7O7t7vqiaE7lcTh4eHoLIO8YLrYODA8XHx1NtbS3V1NRQZmYmubq60qRJk26Lwx4IhxX3Alu2bEF2djZef/11rgpQKBRISkrCnDlzeDkiwhdffAGpVIqRI0fy81uAPvhxeno65syZY2LAJJVK8corr8DHx6fBvkgkErz77rsCy+WTJ0/yYMVarVZw/gsABgwYgJYtW2LJkiVmP9oDQHR0NI9aYcDXX38tsFB2dXXFG2+8gQMHDnBfzKmpqZg1axZee+017ovU0dGRG3StX78eeXl5eO211yCRSMAYg0KhAKBXzyxcuBBt2rRBv379Grx3ANi7d6/Zc8AiRPyb4Ofnxx0g1DeebNeunYCXAL1xz9KlS/H666/Dzs4OCoUCjDEkJCTgySefBACkpaXhu+++s3pdIkJlZSV+/fVXgVGngcNKSkqwfv16jBw5EkFBQTy/VatWmDVrFuenxYsXWzx9cbehVqtRVlaGRYsWISkpCf/5z38watQohIeHY9WqVaipqUFOTg5mzpyJ5ORkREVF4d1330WnTp1gb2+PhQsX8mDwljB48ODbdg95W7iXb4EGaeyO1th9WUN4/PHHqXfv3lRaWkpKpZKrWN58801yc3MzK82aNaPU1FRSKpVcLO18zeGbb76x2Labmxtt3LiRcnJyyM/PT5BuHHdywIABgusrlUrq3bu34M0vMDCQKioqaM6cOeTq6spV2HK5nI4ePSoYn8OHD5O7uzvJ5XIKCwujoqIiUqlUgn5XVlZSVFQUjR8/3ur9VVZW8nEUXTCKIsrf5zClUkmhoaE0efJkXmbz5s2cG5ydnRu1K5TJZHTkyBFav349AaDt27cLuMRY1VxUVEStWrWyylnWxNgo8k7LgAEDeD+NOcyQ/9lnnwnG1XCO1s7OzqSfxsZnK1eu5GNhOIvblPPjnk9QugOT1BpKS0vp559/Jm9vb/L29qbExETSaDRUUVFBRUVFZuX69euUkJDA63h7e1OfPn1s7l91dbXFtouKiqimpoa0Wi0VFxcL0mfPns0ngr29veD63t7eJqoew0JbUVFBmZmZgu8unp6e9OKLL/I+Gayzn3zySZJKpeTt7U2rV6826fuNGzdMvvfUx5gxY6hjx46kUqnEhVYUUejvc5hOp6MbN24IXuhramo4Nxirn20VDw8Pbrfi7u4u4JKEhASqra3l167PRY2RV1999a4stMYc1tBCO2zYMJN+GqufXV1d+Vg4OjqKqmNz6NWrF1q3bm3Wsqw+3N3d4ezsjOLiYjz99NPo0qULV5caVKb1odPpkJycjEOHDmH79u0AgPPnz+OTTz4BoD8zN3z4cO4+rT4cHBxs8sNsHGYKgKA/KpXKYrD5+lAoFNBqtbw/EokETz31FLp168bLyOVyeHt7Y8CAAWjWrBm+/vprVFdX8/zU1FQcPnyY/y2RSDBs2DCzEUi6dOmCFi1aQCKRICkpCd98841N/RQhQoR51NbWYtOmTaiqqoJUKsXw4cNRXFyMn3/+GQDMumJ87LHHuPrzjz/+wB9//AFA/9mpZ8+evN727dv5eXkDPDw8QEQA9KcJ6nMRoN+Effvtt3ByckJycrLFvvfu3Ztz8cmTJ7kVcGOQkJCAuLg4rF271mI0MAOHGX/q27dvH+RyOUaMGIHTp08jJSUFFRUVyMrKMuGlxMREHlge0LulXbduHbp06XJbLnobhbv95mdO7oQxVE1NDVVXV1NNTY3gY7hKpaLdu3eTg4MDbd++3WxdtVpN1dXVVF1dzS3dVCoVff/992bfssLCwgRq15qaGoGFnPG1De1WV1ebqGrrY/HixeTg4GCzGBtzKZVK8vPzNZc6RwAAIABJREFU46rj06dP8zfW+khPTycXFxdavnw5T5s/f75ABSSVSunYsWMW2zCG6IJRlH+7dOjQQcAdxs+9OXnxxRcpLCyMKisrSa1WU35+PjeGsrOzozNnztC6dev488gYI3t7e5JIJPx3gwvDmpoamjZtGi/70ksv8ev8HQ7TarUUGxtLvXr1Mum/VqslczDmMGMVr0QiMeEvg4Govb09zZ49mwoLC8nX19fijtaAIUOGCLR7vr6+VFhYSDNnzrS6O96zZ4+gnczMTLK3t6ePP/64yTnsnk9QojtzvKdjx44UHBxM4eHhlJ2dzfMGDBhAycnJlJWVZVHVvHjxYgoODqbg4GCaNm0aqdVq6t27t8k/3dwkvXHjBsXGxtKHH34oaFOr1dJTTz3F2w0ODqZ+/fpZtYhTKpWUlZVls+Tm5vL2jBdaANSiRQuzFshEehVMdnY2lZWV8bTS0lJKS0szaWPUqFENjr+40Irybxc7OzuaP38+1dTUULdu3QTPvTn5/PPP+fO7YMECCgoKEpyQCAwMFHwK6ty5M2VlZVHPnj0pNDSUH+kpLCyk6Oho8vDw4GVdXFz4df4uh8XGxpKjo6NJ/7ds2ULmYMxhn3zyCb9eQkKCCX8NHjyY/P39KS0tjaZPn05BQUEmpzPMLbQFBQX022+/8W+uUqmUgoKCBGNwvy20D6Tq2BinTp3C0aNHkZGRgfLyctjZ2QmcQsTExODmzZs4dOiQoF5CQgLatGkDQO/z2ODU4saNG5BIJOjQoQNUKhV3x+jl5YU+ffoA0LsLM6hptVotcnJycODAAQQEBOCZZ57hFoRxcXHw8PAAAOzevRt//vknvvrqK3Tr1g3e3t7Ytm0btFot7OzskJycDDc3N7i5ud2Rcbl69SqKiv4KOlJUVMQPxbu5ueGpp54SqL7d3d0hk8kgk8kQGhqKhIQE/PTTT2Ytig8ePCgI+vyguX4TIeJOQ6FQICgoCDqdDleuXBE8H+Zw8uRJ/qnowIEDJuXz8vLQqlUrDB8+HIBe1Xvo0CGUlJSguroahw4dglQqRWlpKTIzMwUWw76+vnj44Yd5OwYOswRjDvP19QUAhISE4OGHH8bTTz/N1dO7d+/mDjBu3bqFW7duWeUww6mNPn36oFu3btyvsQG9e/dGQEAA2rRpAyKyOmY7d+4U8Nn169dBpFd9y+VyJCQkQC6XQ6PR4McffzSrft61axeuXbvG/y4sLIRWq8WxY8eansPu9ZsgUeN3tDqdjqsupk6dShKJhIujo6Pg/BUR0f79+0kqlfIyAGjp0qW8jffee4/njR07ltf78ccfeXqXLl3M9qWwsJCaNWtGjDFycnKi7Oxs0mq1JtKzZ0/+ZrV27VrKzMwkZ2dn7nrsxo0bjRqD+uNRUlIieHuVSCQ0aNAgXubgwYN8DNq2bWtWJVxRUUEtW7ak0aNHk0ajofbt29MzzzwjKKPVamno0KF8XAyWznQfzCNRRLlXYuCwqqoqCgkJEXCN4Xk0FsNzUz/duN6gQYM4f+zdu9fqbo0xxuuOGTOG19uyZYvZ9g3Rb4iEHGZob8SIEX+bw7799luSyWSUmppK1qDVagWqb2Mx7GiNDZmM75UxRr6+vlRSUsJ9ArRs2dJk/C3J3eKw247ecyfR2Og9M2fOxLFjx7B582aUlpYK3tgkEgnCw8Nhb2/P027duoWsrCwQEbKysjBkyBD4+/sjMjISW7duRXl5Od+5eXl58eg25eXlfKfr7OzMd8DG0Gg0SE9Px4oVK/Dpp58iMjLSbGCBzMxMfp62ZcuWCAsLw7x58yCXyyGTyRAZGWkxIEBD+Pzzz7F06VKkp6dDo9FAJpPhu+++Q1xcHD87ZzwGDg4OCA8PF5wrBvRGYOnp6XBxcUFgYCAuXrwIOzs7tG7dGoA+ePzw4cMxduxYHrx54cKF+Prrr0FEYvQeEf9aGDiMiJCeng6VSgUiwvPPPw9XV1csXbpUUN6Yw+obTqrVagwaNAhlZWWC59c4gHx9jBkzBmPHjgUApKSkYO3atQCAuLg4vP766ybljTnAmMOWLFkCAPD09BRE6AIaz2FKpRK5ublo06aNxcAshYWFSE5OxuXLl83uvAcMGIAffvgBXbt2xe+//w5AzzmPPvooAGD+/PnYvHkzIiIiMG7cOIwdOxbp6emora2FTqfDkCFDLI5bixYtsGnTJixZsqTJOeyBVB17enrCz88PjDH4+/vD39/fanmFQoH27dvzuk899RS0Wi08PT3BGIOfnx/8/PxM6rm6uiI2NhZHjhzB1atXubMIg3MMxhhkMhmio6O5OtnX15cHFDZG/dB0vr6+aN++vdVoPw2hpqYGKSkpOHDgAM6ePcvTGWOIjIwUHFA3HgMDzp49i4KCAnTv3h0ymYxHvjAgPDxcUN7Ozg6BgYGorq7mgZUDAwPvmLpbhIgHFWVlZbhw4QLCw8ORn5+PqqoqEBFqa2s5jxjj0UcfRbNmzRAXFyfYFAB6C2R7e3solUqcPn0awF+8ZQlJSUlo164d9u3bB/X/Z++6w6K41vc7uwsLC1IFAaWIikRRUQg2FEnU6LWhMZZrrj2WWBJ/MRETk+g1GmNMjBoTE40aS2JJrBE1lgAWRBELKipFBCmCUoVdtn2/P8icu8MusDT1Xvd9nu+RPXPmzJlxznvmfOcrKhXjG29vb8ZhuupRa2trNr55DuvVqxfu3btX5TVqy2F2dnaws7Orsr3r168jPj4eV69erTFYRo8ePVhb3bt3R+vWrREdHY2SkhKo1WrcuHED2dnZAg7TarUYMGCAQCVdUFDAthHVajUyMzOfDoc9a5WLrtrleUVISEi1FntERMuXLyeZTEZpaWlPrV/p6ekGHdnNzMwoMTGxxvNnzpxJLi4uVFhYWKvrjh07ll3raRgSmMQkz7sAoPnz51NZWRl5eXkJxmP//v2pNigvLycfHx9BGyEhITWeV1xcTG5ubjR9+nS9Y8Zw2NPGlClTalTtGjKGIiJKTEzUy5a2aNGiGq8ZGxurF5veZAzVQLh27RreeecdAEDLli2xadMmiMViPH78GP/6179QVlYGmUyG7du3w9HRERqNBlOnToWrqyuWL1+ONWvWCPzQHj9+jAEDBmDWrFl4/fXXAVRkA+rVq5fBlXFDIjU1FVOnToVWq0V5ebnAFxYAhg0bhrlz5+Ljjz9Gu3btsGTJkmrby8/Px6BBgzB58mRMnjy51v1Zv359jcYWJpjwImD37t24cOECcnJy0K9fP3z00UcAKlSufKYYHuHh4RgwYAAA4Mcff8Qvv/zCjmk0GmRkZKBPnz5YvHgxACAtLY21URWHaTQaljWI5zB+hTpp0iQBF/AcptVqYW9vj+3bt1cZV6AhsXDhQpbMXjecbG3h4eGBkydP4uuvv8bBgwf1jv/xxx/4+uuvsWnTJj0jrMp4Ghz2Xz/RpqenMzWmq6sr20/URWFhIaKiouDr6ytQfxARS7+kUqn4L1MAFfskfLoqXZXr3bt3kZ2djTNnzqBTp07w8PBAly5d4OHhobenUR88evQId+/e1StPSUlBVFSUwZR8QEX6ut69e2PTpk14+PAhC0JhY2MDPz8/Qd1WrVohMDAQRASNRqPX1rVr11iieaAiEXWHDh3g4+PDklPfu3dPL5azCSa8iMjIyEBmZib8/f0RHByMkJAQABWxxlUqFW7dusU+2Hv06AEbGxsAFVb8fKxyXeimpSwpKWF1Hj16xLhKl8MAIDAwkE0suuUdO3ZEmzZtkJCQAKIKlfaZM2egVqvh7OxcZcz1+sAQh0VHRwsC49SEx48f69X39fWFg4MDevfujV27drHyBw8eIDY2Fp07d8bDhw8RFRWFc+fOCTwnbt26xf62sLCAv78/7t+/3/gc1pjLZWOlPqrj8PBwpgJ45513DNaJjIwkAHTgwIE6X4fHqFGjBGqHZs2aUUFBQb3brQw+RmltRdd39rfffmPlwcHBtbq+Wq2mjh07CtoOCgrS8wM2hWA0iUkqVMcAyNLSUuDHr4uBAwfWaUxXlvbt2xsMkFMTYmJiDKb0dHZ2fq44rCbRzUDGxynmxdramjIyMmjTpk01ttOqVSuSy+Wm7D1VYd26dTh9+jSACoMeKysrrF+/Hl26dNGrGx4ejqKiIuzfv59ZyhqCQqHA22+/jYKCAojFYqxevRru7u569ebPn4+QkBC88847mDBhAl5//XWDxk+1wZMnTzBr1iwUFxezMn6VbixkMhm+/fZbg88AABITEzF8+HAsWLAA3bp1Y+WFhYV4++23IZfLYWFhgW+//RaOjo4QiURYvXq1oE/29vZ6lsqTJ0/GoUOHatVXE0z4X0RYWBgmT57MfFEr4+OPP8a0adMAAGvXrsVff/2lV2fQoEGYOnUqAODcuXNYtWoVAKB9+/b47LPPAFSM2VGjRvETvFFYunQp2rZti3379mHVqlXMIGjKlCn15rCff/4ZBw4c0CuvLYfxGDBgAKZPnw4AiImJwcqVKwXHV6xYgdOnT+Obb77B9OnT8fLLL2P27NnMAA0A+vbti99//x3/93//h/v377NzW7dujZUrV4LjOFhZWcHc3PypcNh/5UQbHx+PI0eOoFWrVpBKpejQoQOGDBkCBwcHvbrp6emQSqUICwtDRkaGwDqXR7NmzWBpaYnjx48jKyuLxRoFoDfZvvzyy3BycsLGjRvRp08fFsSitlCpVEhOToZGo0FxcTEOHTqkF4+Uh5WVFby8vKpVcZiZmWHgwIFV7hE/fvwYBw4cQJ8+fdC0aVO0bt0aQMUHRkREBIqKimBlZYUvv/wSQIXaijehr67/rq6u1VoWmmDCiwALCwsEBwdjyJAhVdbhg0gA0NtXFIlEaNOmDYKDg1lcYUtLSxw9ehQA0K5dOzZmU1JSWKCImtCkSRN4eHhAoVDA3t4eYWFhiI6OZlxTWw5TKBRITU0VbF1FRUUZnGjripYtWyIsLAzJyckGg1hcvHgRubm5mDp1KsRiMby9vVnwHa1Wi7t378LX1xdhYWHYsWOHYO+5Q4cOCAsLQ2ZmJgoLC5kqubLld4OjMZfLxkpdMl94eHhQUVERqdVqUqvVVdblna2JiIYPH05isVhPlixZQiUlJeTm5sbUCmKxmIYPH15lu2q1utYJhnVx7949lhC+pqTwoaGhpFarq1U92draUnZ2tuAauqpjXkQiEfn5+bGAFdnZ2SxxvZWVFWVkZBjV/5SUFLKysqLVq1ebrI5N8sJLQEBAlfF/DWHixImCcWlnZ0dZWVmCNrRaLeO306dPk0QiMYovdGXIkCF6/KjRaFi7teWwy5cvk5mZmYA/Damj6yMzZ84kpVJJfn5+1Qad0O1D5fJp06YREbH71BUionHjxumd3xjvBS/1XtFyHCcGEAcgk4gGcxzXEsAuAI4ALgP4FxEp63sdXUyaNAkDBgyATCarMciDbpjBmTNnsqTKuujSpQukUilWrVolCN1VnXFTXYJL3L9/H8uWLYNWq8WTJ08gl8sFX6X9+vVjyd5jY2OxceNGAMDt27cxffp0g6txoMLSeMSIEcwXTKPRYPHixVAqldi0aROACiOulStXYvr06Xj11Vf1+j948GAMGTIEy5cvR9euXTFhwoRq74WIoFarQWS8+soEE55HNBSHVZXN69atW/j6668FZWfPnoWDgwOWLl0KqVQKc3Nz2NvbC9rgOA5isRiff/458vLy8P333+tt3dQEDw8PvbFeVT9rwurVqxEVFSUIcduQsLS0xGeffYaysjJMnz4dGRkZ8Pf3x8yZM/HFF1/oBZ6oakWv0WjYMbFYjOvXr2Pt2rWCOjExMUZpBBoKDaE6fgdAIgCbv39/AWA1Ee3iOG4DgCkAvq/qZGORl5fHXFm6dOlSK1N0PmZxcHAwLC0tAVQ4LpeUlACoiP1rZmaGsWPH1rebAuTk5ECp/M/4TEhIwKZNm6qcnDw9PdGvXz8AELjt5Ofn48SJE8jLy4OZmRkL1qFWq5GdnY3AwECMHz8eQMV+b25uLiIjI9G+fXtMmTIFAHDp0iXs2rULQ4cOZW4FuvD29kafPn3w448/okmTJqxcoVCwGKNSqZTtP0kkEri7uwvqmmDCfykalcMePHiAn376SVDm4OAAHx8fTJo0iXGSLrKzs9mE9ttvv8Hc3BzvvvsunJycIJFIkJOTo8cjIpEIrq6udY4wp4snT54gPz9fULZv3z4WnakxIJFIEBISgqNHj2LLli1wdXVF+/bt0b9/fxw8eFDApTzy8/MF22l8ECPd9J7p6ens+Zubm6NZs2bgOE6wkDIU071BUZ/lMIAWAE4BeAXAHwA4AI8ASP4+3h3A8ZraMUZ1HBYWRpaWlmRpaUnbtm0zQsnxH0RHR5NMJhOkyZs9ezZrb+nSpbVqzxhoNBrq1q0bu4alpaUgDZ0hkUgkrK5uGqiQkBAqKyujgQMHUvv27am4uJjKysro7t27ZGVlJej/Dz/8QDY2NnT16lWBQ7pGo6GysjI9NRKvOpZIJNS0aVNKTk4WxEGOiIhgfQoODmaqJq1WS2VlZaRSqUyqY5P818rT4LDjx4/rjfUffviB5HK5wfrl5eXUsWNHNu5047gfPnyYbt26RU2aNBFwi6WlJTk7O1NWVlaV/agNtm3bpte+MbGD6yt8ej0zMzOKj4+n3bt3k0wmo9OnT1NZWZmeTJs2TXC+lZUVJSUlCTjs8OHD7HhgYCCVlJTotdO5c2eq6f+4PlLfFe03AD4AwC9rHAEUEhHvlPUAQHNjG1Or1fjqq6/g5eXFVKg8xo0bBw8PD6xbt06w5D927JjAek8sFuP//u//BImMvby88OmnnyI2NhZnzpwBADg5OTFncLlcjgULFgAAunbtihEjRhjbZYa//voLx44dY7+JCKmpqXoBJQzB0tIS77//PqysrNgz0P2avHfvHhYvXswyFP373//GqFGj4Ovri6VLlwqsiF9++WV8/PHHcHd3x927d7F9+3YAFQYGM2bMwPbt25Gbm4t58+ZBJBLB2toaS5YsQXl5OczMzNCsWTPmuwcAPj4+7Dmp1WqEh4cL+l5dWDgTTPgvQKNwWH5+PjiOw+zZs+Hj44MvvvgCAJCZmYl169bB3NycxTiuzGF8wIo2bdpg3LhxgvZjY2Oxb98+PHnyBEQEGxsbzJ8/H9HR0YiKisLSpUvRt2/fenNYQkKCUdxVX9ja2mL+/PmIjIzEqVOnoFAo0K1bNwwfPhx79+7FrVu3UFZWho0bNwr4lUfz5s3ZswXANH66HKaLzMxM/Pvf/9ZTwWdlZTXsjVVGXWdoAIMBfPf3331Q8TXYFECyTh13ADeqOH8aKvZF4jw8PIiISC6Xk7+/vyCDji6uX79OTk5O9Msvv7Cyf//73+To6MjE1dWVkpOTDZ7/5ptvsnpbt25l5V988QUrnzdvnsFzqwKfOWfRokV1/opzcHBgmS8UCgW1atWqxnP4pM+V+8EngiciOnToELuvQYMGEVGFQVjr1q0pOzubFApFre718uXL1LRpU8HzXrVqFXXq1InoOVidmMQktZHG5DBra2sSiUQUFxdHSqWSHj16RI8ePaIzZ86Qk5MT/fjjj6zsnXfe0RvfdnZ2NGnSJOKhUqno8ePHNGrUKGa8CIDc3NyopKREwGEzZ85kbRcXF1N1KC0tZXXrw2F1FXd3dyopKRFcmzeG6tatm4BrbGxs9M5fuXIly9zDo6CgQMCDx48fF7RTWSwsLBrdGKo+L+nnqPjaSwOQA6AMwE7UU+1S+SHpQq1W0+PHjwUThO6L8ujRI3r8+HGV1n/FxcWsnm4bZWVlrLyqa1eFvLw88vb2JktLy2c60RYXF5Ovry+9//77rKy8vJzdF5/knbe8dnBwoJ9++qlW98oPdt3n/d5775FYLCZ6DojTJCapjTQmh33//fdsoj19+jQj9eDgYMrNzaW33npLj+h5MTMzo9jYWAEXnTt3jhwdHWn37t0s5aXuRKvLYevXr2dtv/nmm1QdFi5cyOrWh8MaeqIlqkgir8s1uipgXqysrMjX15d9UJSWlpKfn58geJHuh44h4YNeNOa7VmfVMREtBLAQADiO6wNgPhGN4zhuL4CRqLDamwBAPxBlNajsk5mWloY9e/bgjTfeQMuWLeHg4ICjR4/i/v37mDp1KmQyWZUpmCqjKsMdS0tLSCQSbNy40aCf6tixYwX+tAUFBdi8eTM0Gg2ePHmCrKysGrNPjBo1ChYWFti+fTs/yBnkcjnWrl3LVMcFBQUG23j99dfRqlUrABUh1XSh1WpRWFgo6L+5uTkzCnjw4AE2bNiAu3fvQqPRID8/H4cPH0ZZWRmmTZsGc3NzqFQqbNq0CS1btjRoMCWRSPR8lbVa7VO13jPBhIZCQ3JYTk4OIiMj0adPH9jZ2aFr166YP38+jh8/jtTUVJY558mTJ3B0dIRKpWJlvXv3Fmz/8L6hmZmZzN9WqVRiypQp8PPzg6OjI95//30cPXoU9+7dw+rVqxEaGoquXbti48aNOHnyJGs7Pj5eL+DDsGHD4OzsjM2bNyM6Orrxk55XgQEDBqB379562X+uXLmCVatWYfLkyQKjJkP++qWlpcjMzMTq1athYWEBpVKJjIwMnDt3jt13q1atWEx6Q6icprBR0EBfhn0A/PH3394ALgJIBrAXgLQ2X4OVcfLkSZLJZHT8+HFWNn36dPL19aWysrJqv9aIKlQ5xqhIeT9aiURCMplM4Bt27NgxKi0tpdLSUlKr1XTnzh2BsVJ1IhKJSCaT0alTpyg+Pp6sra1JJpPVSfbv3y8woOANkpRKJRUWFpKLiwu99dZbVFpaqucfd+7cOYNtenl5UXZ2NpWWllJubi65ubnRhAkT2P3qPjuNRsPK+X6YQjCa5H9B6sthAATaJKKK8RIQECDgA39/f9JoNDRx4kTiOI4sLS1p1apVVBlyuZy2bdvGzgsODmb8w2P69Ons+MKFC+nhw4fk6upaIydt27aNrl69ajSHGSuWlpZVcpeuISjHcSSTyeiHH35gfLJgwQK9VX1iYiKp1WpW58SJE3Xq18CBA1kbhmTOnDmNzmHP/AUnqn6ilcvldP/+fcEE8/jxY8rMzDTK2TosLIxGjRpVYz1+oh07diylpKQI0lQ5OzuTh4cHeXh40OHDh2s10fbp04f1v7y8nNLT0+n+/ft1kjFjxlD//v3ZYMvKyiJfX19as2YNm2itra3J29ubkpKSBPenUCgMXvvKlSvk6+tLHh4e1KJFCxKLxWRlZcXuV3ef6OrVq+Tp6UkeHh4UHBxM5eXlponWJCahuk20zZs3p9u3b7NtHR5KpZL69OlDjo6O7DypVEoeHh70559/snq6E62trS0bvzVxEm/L0pCTrJ2dHV29erVK7vr1119ZXV9fX0pNTaWZM2cynqm8/8pPtBEREayOs7NznfpmYWHB2jAkTZo0aXQOe+5DMFpYWOgFjjAUarEqBAUFIS8vD5s2bQLHcbCzs8OIESP0rM54P9pOnTrBy8sLY8aMQUxMDE6cOMH8SAGgrKwMtra2mDRpEs6ePYubN28CqMjwExgYCABISkpCdHQ0gIoMFidOnMDAgQPh5uZmMH5yTcjOzkZERARatGiBtm3bguM4nD17FjExMbh37x6Ki4thbm6OsWPHori4GBKJRM/PWCqVGry2nZ0d+vXrh/Pnz+PatWsYNWoUMjIymL/c5cuXmQ9aSkoKixtqZmbGE4wJJrzwaNq0KYKCgqDRaPD777+jWbNm6N27N8LCwgRJ362srLB582a4urpi3LhxaNmypUB1euPGDZw7dw6JiYkClW55eTnS09Nx8OBBpKenA6jgQd5P/vLly7h58yZGjRoFmUwGrVaL/fv3Gwzr2rFjRzg6OmLfvn1VZgGr7j6HDRumV25tbY1WrVoZjG9w6NAhxMXFsd8SiQQeHh5QKpXsXgICAthzSkxMxKVLlwBU8C1fh8err74KLy8v9rusrAy//fZblYE0FAqFXhtAxVbiyJEjcenSpSqDATUYnvWXIFHtQjDWJWxYVFQUSSQS4jiO2rVrR3K5XNAGH+qsMg4dOsRCdPE+ZLt372bH3333XfYFuWDBAtbG1q1b9c7T/RKtClX149SpUwRA4Ac8bdo0do1ly5bpnaNWq2sVEm7ZsmVka2tLGRkZ9NNPPxkMVakrPj4+pFAoaP78+aYVrUleeAkICCCtVkslJSXk5eVFY8eONTiW4+PjSSQS0ZYtW4hIyGdqtZpWr14tULFW5hFd2bBhA2t38eLFZG1tTenp6aTRaEilUlHHjh0Nhij89ddf6datWySTyWod0rGmUJO6YSM1Gg1ptVrq1q0b679IJCJ/f39Sq9WMwwAIYgF8//33ZGlpSQkJCbR37169Z7B37172bDUaDWVkZJCDg4OAn2ry+RWJRE+Vw575C8q/pMYgMTGR/Pz8aP/+/UbV51FaWkoJCQkUGhpKUqmU2rVrR3v27GHH169fT4GBgZSbmys4r7i4mBISEighIYF27typN9FmZ2dTdHQ0NWnShJo2bUoBAQGUlZVFBQUF7Lzvv//e6In2559/Jn9/f0pPTxeUG5poMzMz2TUq91ulUtGQIUPo3XffNfoZ5ebm0q1bt0ilUgn6X5XcvXuXtFot5eTkULt27Yieg/fIJCZ5VhIQEECbN28mX19fMjMzI1tbW/Lz86OEhATShe5Em5WVRQEBAbRp0yYqLi6m4OBgcnFxYZPBa6+9xsbbli1bapxo+clj8eLFRESUnJzMzg8MDGTntWjRgvr27UtXr16lhIQExmENMdH+/PPP1L59e2rfvj1TpaekpNBPP/1EAGj9+vXM/TIzM5NOnjypFzQoPz+frl27Rv3796dJkyaxe+D3rN3d3WnIkCGkUqlo6dKl1LNnT7p48aKAn5YsWVLtfaxcufKpctg2OtyEAAAgAElEQVRzrzrWhVQqRZs2bVjCZGMhk8ng5+eHfv36sXjA/L9ARXjHGzdu4PDhw3BwcGCZa5o0acKSpZuZmWH48OHIyspimSo6duyIjh07YujQobhy5QoSExOhVCoFGW2USiXCwsLg7OzMEtATEWQyGfr27SuIO2pnZ4c2bdroOVs7OTkhLCxMkJnHzc0Nbm5uACpULbGxsejXrx+kUimICElJSXrWfNXByckJTk5OrB/GZuThMx+ZYMKLDnt7e/j6+sLX1xdARTjAymPDzs4Ow4YNw6NHj/DHH3/gxo0byMvLA8dxaNWqFQoLC1k4QFtbW8Y/QEUavgsXLgjCBSoUCpw8eRKJiYksc8358+cZR7m6uqJr164sNnx0dDQePHgArVaLpKQkdOnSBe7u7ozD7ty5g1dffbVKTw5HR0ccPHgQHMdVy2EAGF95e3ujtLQUYWFh0Gq1SEhIQEJCAjp37gx/f38MGzYMWq2W9blly5Zo164d0tPTGQefOXMGGRkZAICMjAwQEQ4cOIBz587h5s2bSEpKQufOnfHSSy8BqLAC57Mg6aKgoABRUVHIzs5GWloaWrVq9XQ47Fl/CfJfg88SixcvFnztSCQSvS9RHrqJ37/55htWvnz5cpLJZHT//v0qrxMXF8dUGl5eXkZZTRuDRYsWCbL3KJVK8vX1pddff71B2q8JphCMJnnRpS4ZyHgeWbFiBStfs2YNKzdkxDl06FB2/IcffqDMzMxqV6NDhw5l5xpK/P60OWzQoEHs2hs3bmTlhgJW8Bym1WopODi4xtX2okWLarx+bGwsewZ84neixuewZ/6CEhGsrKxo3bp1NT4kHsuWLaPhw4dX67Zz6tQp6tGjh0Cio6MN1l28eDHJZDI6ePAgffDBB8RxHPn7+7Pz4uPjWd07d+7Qr7/+ShKJhLy8vFidRYsW0YULF6rtk+5LKpVKqVu3brRz506Ddf/880+9/uvKoUOHWN1FixaRWCymwMBAWrVqFWm1Wrpy5Qrdvn2biIhmzpzJzouMjBRc5/Hjx9SvXz/68ccfq+w3j1u3blHPnj0F/di1a5dpojXJCy9WVlbUo0cPCg0N1Ys3HBsby8bLxIkTmdWxi4sLnTp1SpCaMisriyIjI8nd3Z0cHR31xr29vT15eXlRdHQ05eTkkFKppAsXLtCkSZMMTj729vaMw0pKSuj8+fMUGhrKjjcGhymVSnrjjTcM8pa9vT27dqtWrVh5ixYtDE60Dg4O1KNHD72PCU9PT4qKiqLhw4cLVOKvvvoq5ebm0qFDhyg4OFgQJXDOnDnk5+cnsEbu1q0b9ejRg6ysrKgx34/nQnXMcRwkEgm0Wi0uXbrEgj8EBAQYtGITi8VMvXrv3j1mUda8eXOWHFkkEumpYDmOQ1lZGeLi4tCmTRu4uroCqMiaExwcDJFIBGdnZ/Tq1QtxcXEsZR5vQdy5c2f4+PjA0tISffr0QWJiIs6fPw8ACAkJQdeuXau9zyZNmiAkJERg6VdVpg1D/U9ISEB5eTkCAgIEVtMtW7ZEt27dcOnSJTRv3hwvv/wyAgMDmfpHIpGwtgylyJJIJEZl/OA4jlkby+VyXLp0CSNHjqzxPBNM+F8HPzbEYjFiY2Nhb2/PjiUnJ7Pxp1AoEB0dzYJaaLVapKSkICUlBUAFh/Xs2RMhISFMVaqLjh07wtnZGWq1Grdv32blPIddvHgRjo6OaNOmDeLi4lBQUIDz588zDuvevbuAg5KTk43msOvXr+Py5csgInbPEokEaWlpOHv2LLp16waJpGJK0eWc+Ph4iMVidOrUCRzHwcrKSo/DWrVqBU9PT1y6dAlZWVmIjo5GWVkZ8vPzcf78efj7+wu2+5ycnKBWq/W4VCQS4cKFCzhz5gxiYmIEaU8lEolgO02hUODChQtV3m+D4ll/CRL9R+1SVlZGXl5ezCosLi6uyi8rHuHh4ewLZe7cuTXWT0hIIIlEQj/88IOgvLi4mNzc3Gj69OmkUqmoffv2gi+obt266bU1d+5cdnzhwoU1Xru+GDx4MPn5+Rm0ZuT9aIH/+KA1JpKTk0kqldLXX39tWtGa5IUXQxzGS//+/YmHrjFUWloayWQyQd3acJjueYsXL2YcNm3atEbhsH79+gna41XH77//viCMrC60Wi0FBQVRaGgoERnPYZXlzJkzgrqJiYlkZmampzouKSlhq2OxWEzXr18XnKerOq4s1IjvxzN/QUnnJdVoNHTq1Ck6fPgwHT58mAoLC/X+MyojMTGR1a9qX1UX/Evq5+dH48ePZ3sMfMAKDw8PGjp0KG3bto216+fnR3Z2djRo0CDBf3hCQgJt376drKysqHXr1jR48GAaPHiwYN+jIXHx4kWKiooy6N6kUqnoxIkTNHPmTOI4jkJCQmj58uV1vpZGo6HZs2eze7p27RrduXOHhgwZQlFRUVRaWkoRERGUmppqmmhN8sJLQEAA/f777zRw4EAWM5jjOFq9ejVduHCBeBQVFdHhw4cpIyODysrKKCIigkaOHFnjRJuQkMDGYkhIiN5ksXjxYoMcprv3WRsOGzx4MA0dOpRSUlJY3QsXLjBOPHz4MJ06dYo0Gg3dunWLjh8/LkhNp4szZ85QTEwMEdV9ou3Rowd98MEHrK6hibZ169YUFhZGu3btojlz5hDHcdS7d2/BPfXs2ZPVd3FxoX379lFYWFijT7TPheqYh0gkwiuvvFKrc3St/GqDGzdu4OHDh7hy5Qq8vb2Zijo9PR1ZWVlYtmwZs/g7cOAAFAoFjhw5whKsA4Cfnx/c3NzQuXNnPHnyBA8ePAAAvYTJDYWXX365ymMSiQR9+/ZFfn4+YmJiUFRUVK8YpkSEyMhIpKenw9vbG+Xl5RCJRMjIyEBZWRlkMhkGDhxY5/ZNMOF/CWVlZThz5gyOHj3KyjiOQ69evRAQEMDKbGxsBKklBw4ciKSkJCQnJwOo8Ky4evUqgAorZk9PTwAVASt4fpHL5SAiwfWzs7Nx/fp1qFQqZGVlITMzE+PHj4e3tzcLBPHkyRMcOXIEvXv3RtOmTdG2bdsqOYzHjRs3UFxcDABo3769wa28l156iVn7GkJwcDD7u2XLlrC0tATHccjIyEBJSQl8fX0hEokgFovRvn17uLi4QKvV4s6dOygvLwcAnD9/HmVlZRg7diyAii3Dys8gOTkZ2dnZWLduHUsjyKvMK8PT0xMdOnTAoEGDWOrURkVjzuLGytO0Oq6sdhGJRLRkyRL2NQgDVsdarZbOnTtHgNCPlodGoxFIbQNqNCS0Wm2D9EOtVpOfnx8NGjRI4DdnyIfOtKI1yYsu+HsFC50VlrHbX7pj9ptvvmGJ3kePHi2ox9e5fv26nuqY4zi9IA0ikYiGDRvGzuM5jOM48vX1pfLycr22dUWpVFKXLl1Yf06cOFHjvRh7r0REb731Fnl6egqyFPHXVigU5Ovrq7ey5ftSVUAKKysrysjIoE2bNlVrobxz507Wj6cRRva5WtEawo0bN7By5UrMnz9fL2NNXeDu7o4tW7aAiFBQUIAFCxbg999/x+3bt1nWHI1Gg48++gihoaF49913wXGcwIgoJycHH374IcaMGYP+/fsbNDCqCY8ePUJ4eDhGjBiBf/zjH/W+Lx4cx+mFlzQW5eXlWLBgATp27IhJkyZh+fLlsLa2FtxfXe7VBBNeBAwYMICtuICKRcyWLVuwZs0aVubl5YUlS5YIxqjumH3ttdewdetWAMDDhw8FGjQAePfdd9GqVSts2bIFmzdvZgnj6T8TPoNWq8Xly5cxceJEABWcw9fNysrC5MmTMX78+Co5jOM4LFmyhPFi+/btBcd5DlMqlbC2tsbKlSsNrngrt8nfq1arRV5eHqZNm4bRo0dj2LBhrB9mZmb44osvcPLkSaxbt05wT9WhvLwc7777LjIzMyESibB06VKDoWd79OjB+h8TE1Ntmw2CxpzFjZXqVrTHjx8nABQREWHw+OPHjyktLa3aaCVyuZxSUlIoJSWFmdLn5eVRTEwMWVlZVfnV07dvX3beb7/9xla0fFKBjz/+uMZrV4XU1FSytLSk8PBwdg1DxgRPE6WlpdSjRw8KDw+v1XmmFa1JXnQxNzenzz//nHRhKKlAu3btKCkpiUpKSkilUtG9e/coJSXFII/s3r1bj5N++OEHxmG6SQXqKg3BYUBFUoO4uDhKSUmh1NRUUqlUNZ4fHh5OHh4exHEczZs3j+7du6e3d3v06FHy9vYmb29vpnHUlaZNm7Lj3t7e5OXlxcI6GjKG4vHw4UP666+/BMlhqBHfj2f+ghLVb6JdtGgRubi46IUh1EV0dDRZWFiQhYUF+fv7k0qlolmzZglSNxkSkUjEzuP/Q3QnWolEQu7u7lRQUFDltasC/5JKJBJ2Dd3N/mcFhUJh1CDRhWmiNcmLLl26dNEbN4YmWo7jSCqV0rZt2+j+/fvk4OBAFhYWBjnM0ERrZmbGOKwhJtqG4DC+LalUShYWFmRrayswoqoKKpWKkpKSyMrKiiQSCTk7O1NOTo7eM5TL5SSXy1koWl1Zs2YNOy6Xy+nRo0fUvHnzGifa8ePH62Vgo0Z8P5571bGvry9Wr15d5Wa7Wq2GQqEAERk8DlRswH/++ef46aefkJ6ejvfeew9RUVGQSqVYsmQJpFIpq3v+/Hns3bsXQIWaonJC961btzI/Nq1Wi0ePHuHDDz/EP/7xD4GRQ01wdHTEypUroVarWVmXLl2MPr8yFAoFli9fjpKSEojFYnzwwQdwdnaudTu6zwIAbt26hY0bNwIAPDw8MG/evDr30QQT/lfB+5TqQiQS4b333sPDhw/16gcEBICIoFAooFAoUFBQgEWLFmHAgAEYPnw4gAq//dWrV+Obb75hWbNUKhXjsHPnzsHGxgYffvghpFIpysvLsXz5cma8ZAzUajXjMN2xHxQUJFCDG4IhDgMq/Fl1E7ZXBYlEAhcXF6xYsQKHDx9GZGQkPv74Y1hZWbE6nTp1Yqpv3gd20qRJaNasGb788ktIJBJB4naxWIzFixfjyZMnAIDt27cbzOoTGxuLJk2aIDw8HH/88QeioqJq7G+90JizuLFSH2OopUuXUuvWrSkvL6/GuuPHjydnZ2dydnYmS0tLcnNzE2zEExFt2LChTl+G77zzDj18+FAgtV0Z1gfFxcXk5+dHzs7O1Lx5c7p7926DtHv48GF2j0FBQXoGViUlJdSpUyei5+A9MolJnpXUhcN4P1orKytycnIijuPorbfeotzcXIEKdeDAgYy3dKUyh5WUlFDHjh2NThBQnYwZM0aPz3SNpxoaK1asICcnJz0jp8GDB7PrHz16lJydnWnnzp105swZMjMzoxUrVlBeXp5Bw0/eoNPQ/dnY2FBQUNBTy6n9zF9QquNLykMul1NRUZFRFralpaVUWFhIhYWFNHHixAadaKVSKdna2jJxcHCga9eu1fm+6oKioiJ2f3XZczGEmibahQsXklgsJnoO3iOTmORZSX0m2k8//ZTS0tLIycmJzM3NycnJiZKSkli9kpISNq51xRCHFRUVCVLt1VX4DES68tdff9X6Ho2FXC6n+/fv6yV31+1Hv379qKCggEaPHs0+JiwtLcnHx4eKior02qxuouUzJhGZrI71kJOTg02bNmHIkCHo1KkTgIrE8Lzq4OLFi/jzzz8BAO3atcOIESMAVPjGbtu2DaNGjYKPjw+AChVpSUkJvvjiC0ilUpibm+Ptt9+uc9/Ky8uZzxdQoUrasGEDy7BTGXZ2dpgxY4aeuqk+qJzV6Pbt2/jtt98wYcIEg5Z3R48exeXLlwEAvXr1Qo8ePfDdd9+hVatWTA3u4+ODRYsWAQBatGihZ9GsUCig0Wga7B5MMOG/FTExMTh16pSgbMqUKSzU66+//spCLQ4ZMgReXl4IDw9Hnz59YGtrC47joFQqkZ+fj2+//Ra9e/fGiBEjYG1tXSsOa4hMNCqVCkVFRYKyrVu34uzZswbrW1pa1uvaFhYWaNasGd577z2UlJSwcp7DgAr/YT77kb29PX788UfI5XJkZWVh5cqV6Nevn4DDBg0ahOnTp+Ps2bPYvXs33nzzTZYwPigoCGq1Gp9//jliY2Pr1OdaoTFncWPF2K/Ba9eukY2NDW3fvt3g8e+++46sra3J2tqaxo8fz8ojIyMJAO3atYtKSkqopKRELwi3tbU13b17V9CGhYVFvb8MqxJPT0/Kzc1l/dGVhvLDPXDgAFlbW9P58+dZmVwuZ9eZPXs2u9elS5dSSUkJtW3blmbNmmX0NZ7G16BJTPK8S0BAAH3zzTdsPEmlUhKJRBQdHc0yxAwfPpwd37RpE5WWlhKPwsJC8vLyYscbgsNqSn7ekGJvb09paWkCHqsuOUF1UCqVjAd5DrO2tqZXX32VtR0XF8ciQ3EcR1ZWVlVy2NGjR8na2pqOHj3KzlepVJSamkqOjo6sncZ8P575C0pk/ESrVCopKyurytRMJSUllJmZSZmZmZSfn8/K+ZfUwcGB3NzcyM3NTS/GKMdx1KxZM5o9ezZrY/PmzY32YorFYnJ1dWX94cXLy4vS0tKMeh41QS6XU2ZmpmBvZcqUKexaa9asYfdaXFzMkiAbE/qSh2miNYlJKjhMl3/Wrl1LQIX7ydixY4mowhWRPz59+nQKCgpiXMaPPf54fTns/v375OPj89QmWo7jyMXFRcBlM2fOpLpg69at5OnpSUlJSYzDMjMz6ciRI6xtJycndm0nJye6fft2lRymUCgoMzOThg4dys7fv38/qdVqysrKomnTpr0YquO8vDxcuHAB3bp1q7aemZkZXF1dERkZiQcPHmDMmDEC1au1tbVBh2k3NzfMmDGj2rZVKhV+/fVXqFQquLq6Yu/evbh48WKNfbe0tMSYMWNw8+ZNo+oDQGhoKNzc3LBr1y49tatEIsG2bdtYEnagIqPHkCFDjGr7xo0bTL3j7e2N/v37C44HBQXhyZMn2Lt3LyQSiUC1rVar8eeff8LDwwMhISHVXqe4uBi7d++GtbW1oK8mmPAiIi8vDzt27GC/nzx5wjinXbt2AAAHBwd2vLy8HMnJydi4cSPMzc0hlUoxZsyYGlWvQUFBTP2pi7i4OMTFxeHhw4e4evUqDh06JFDBNjaISJCQHgAuXbqEDRs2CMoGDhzIwkpWhdLSUjx48AA7duxAjx49GIfJ5XIMHToUx44dQ1ZWFqtfXl6OiIgIvWfHcRzeeOMNODg4wM3NDaGhoRCLxdi/fz8OHTrE+tusWbPG57Bn/SVIRABA8+bNqzIodWVMnDiRPDw8jDL6UalURln/8iEYp06dSmVlZdSxY0fm+CyRSPRCnkHnayo3N5eWLl1q9Nff1q1b6e7du0arpvv06UNKpdIolfKGDRuYKqSqxO+JiYkkk8low4YNes+gRYsWNGnSpBr/L0zZe0xikv9I5TH75ptvUmWo1WrGRbqJ34GKgP8PHz4U1NdqtaRUKkmpVNKpU6fIzMxMkIdaF4sXL35qq9f6yIEDB2rk4/Xr17P6hjhMNwdtdSIWi+ny5csCC+6LFy+Subm5IFzm0+CwesXT4zjOjuO43ziOu81xXCLHcd05jnPgOO4Ex3FJf/9rX3NLFRvtgYGBekGtq0JWVhYCAwOxadOmauuNGzcOkyZNMqpNANi7dy+6dOmCr776ioX+2rJlC3bu3Gmwfn5+Pnr06CEIs1YTwsPD0b9/f4HxVHWIjY2Fn5+fUb5eY8aMQXx8PLy9vaus4+3tjatXr2LMmDEGj+/btw8dO3bE3bt3jeqfCSb8t6IhOawmzJgxA2+88UaNYQR5HDt2DH5+fvDz88N3332HGzduIDQ0tCG68swwa9YsjBgxwuhnUB9oNBqMGDECs2bNYmUdOnRAQkJCg4a9NQb1VR2vAXCMiEZyHGcOQAbgQwCniGgFx3HhAMIBLKiuEXt7e/Tr14+pUKpCYWEhTpw4AScnJ2ZR3KxZs2o7mJ6ebrDNy5cvIysrCwMHDoREIoFEIsGQIUMQFxeHa9euwcXFBXZ2dhg1ahS6dOkCMzMzjB49GufPnxckZNZoNCzzhrGorGLRhUgkwmuvvYaCggKWlFgul+Pu3bs4duwYcnNzAVRk8mnZsqXe+ba2trC2tsawYcMAAHv27MErr7yCpk2bsjrm5uZo06aN3rlmZmYYPHgw8vPzIRKJBI7glWFtbY2RI0eitLSUxUI1wYT/QjQIhwFA27ZtmTeEoQTqmZmZSExMxJ49e+Dk5IRBgwbh2LFjVVrtl5SUsI9dV1dX+Pj44OzZswK1qS6GDx+Oo0ePQqFQgOM49O/fX5As/fHjx3pW0U8bmZmZEIvF2LNnD7p27WqQw1q3bo2RI0fi+PHjePDgAfbs2QOgItl7aGgoevbsCblcjuPHj6Nz585o3bo1gIrgOjdu3BC0df/+fVy6dIm1wcPX15cFxngqHFbXpTAAWwD3AHCVyu8AcP37b1cAd2pqy1hjqCtXrpBEIqEtW7YYVZ+IqFu3bhQSEiIo02q1NG3aNHJzc9Pzv9qwYYNe9h7d89544w22+a8raCDVilQqpaSkJNq5c2e19TZu3FijKpmPz1w5aXJDwmQMZZL/VmlIDgNA77//PulCq9UKZMCAAWz8btmyhe7fv09WVlbEcRzZ29vrqY737NnDuIXnsGHDhhnkGz4fLR9+kOcw/tpERDExMc9cdWwshymVSmrXrp2gfnBwMDt+8+ZNMjMzo/Xr17MyfvuuMjcbkl9//ZWd97z70bYEkAdgC8dxnQBcBvAOgGZElP13nRwA1S85awEfHx+cP3/e4FeQsUhNTcW4ceOQkpKCwsJCvPLKK5gxYwamTp1a7Xk3btzA1KlTkZSUBA8PD+zcuZOFBAMqVN/ff/99nfvFQ6lU4vXXX0dpaWm19ZYtW4ZDhw5h9+7dDeI3Z4IJLyAajMN8fX0xZ84c9vvYsWP49NNPBXXu3Lkj+O3i4oLIyEhotVpIJBKBsRQAvPrqq4iJiRFw05dffokxY8bgzTff1FsJy2Qy/PHHH9i9ezdWrFiBsWPHQiaTAUCDcFNDozoOk0gk2LVrF44cOYKFCxcKji1YsAARERF6oR+BCuPUPXv21Bh+ll8FPy3UZ6KVAOgCYA4RxXIctwYVKhYGIuK/vvTAcdw0ANOAihi6xkAmk1Wb/NwQgoKCYGZmxn6LxWLY2dnB3NwcKpUKly9fRmZmpuAcIsKFCxeQnZ0NjuMQEBCAJ0+eMMfmpk2bIigoSDDRpqamMhVyZmYmbt26Vat+6l77+vXrNdZLS0uDRqOpNlhEs2bN0K9fP9jZ2dXY3r1795CWloYePXpUq77nIZfLcf78eVhYWKBJkyY11jfBhOcQDcph7u7u0Gq1OH/+PCIjI5kXgqOjI7p06YKgoCB2rpubG8zNzREYGIjk5GTcu3ePpbzj4eLigq5du8La2hoFBQU4ceIE/P390b17d/Tr1w8JCQkC7hKJRPD392c8patG/euvvwQ8KJPJ0L17d730eGq1GjExMXox3hsDaWlpKC0txcmTJ+Hn5ydYQHEchw4dOjDVeWBgIOP+pKQkdm+3b9/GiRMnAFQkfuefQYsWLWq8/lPlsLouhQG4AEjT+d0LwBE0ouq4IaGb+WLx4sWs3FAIxsjISIHaxcfHp9q4n1u2bHkqqhd3d3e9EJJ1xdKlS1nSZGNgsjo2yX+7NAaHlZWVkZeXl2Cc9u/fn6pDeHi4wfE9atQoIqrY/uLLDhw4wM6rDYdVlqo4rLS0lDw9PZ+6Gnnp0qUGn42h7a/qrI6fVw6r84qWiHI4jsvgOK4tEd0B8CqAW3/LBAAr/v73YF2v0ZiYO3cuM6hq1aoVKx80aBCOHz8OoCKk2uLFiwEAL730EiuXyWSCr8PK6N+/P6tbFXJycvDWW29BqVTW+R5yc3MRFhaGyZMn45///Ged2zHBhBcRDclhSUlJeO211yAWi7Fy5UqBEZKhTDZfffUVCxfbq1cv/P7775gyZQoKCwv16q5ZswbR0dF4//33q7z+9u3bcf78eQAw6Lnx5ZdfomPHjuw3z2Hff/89Dhw4AKDCY2HChAnYvn075HK5XhsLFy5EfHx8lX14Wvj000/xj3/8AzNnzsSMGTNYjIFffvkFO3bswLhx42BhYQGRSITvvvvO4FbjihUrcOTIEYOZfRoD9bU6ngNg59/WeqkAJgEQAdjDcdwUAPcBjKrnNRjKyspw69YteHl5CaxojUVycjIUCgX8/PzQrl075kielZWFS5cuAQCcnZ0FDtJAhXpCJpPB3v4/Vv5xcXHw9PQ0uBfg5uZWZYxjHvfu3YNYLDaq302aNEHbtm2RlJQkiD9aXl6OU6dOoU+fPgbPKygoQEpKCnx9fQ0G8qjc54CAAIE6/MaNG5DL5eA4Dm3bthWoV6RSKQICAmq0+jbBhOccDcJhxcXFuH79Olq3bo2ePXsaHP9JSUlsIo2MjERkZCT8/Pzg7u6Ofv36ISgoCPn5+SAigdo3KCgIEokEgYGBePToEW7cuAE/Pz94enqiU6dOSEhIQEpKCouj7OTkhMDAQAAVnhrJyclo0qSJgL+ACg6LiorC6dOn4efnB7lcDpFIhF69ehm8x0OHDkGhUNR5W6w6PHjwAFeuXIGfnx/MzMxARLh586ZBj45OnTrB1tYWgYGBCAkJYXx98eJFEBGKioqQnp6O9PR0XLhwAY8ePdJrIz09HQqFAl26dIFSqazRJqbeaMzlsrHSmFbHuggLCyM/Pz89h+nFixcza7QZM2aw8gMHDlRrxbZmzZo69YNIP2lydRIaGkparZYGDRpUK7XL77//TiKRyGirY10LQLVaTR07dmT3evr06Srrm1THJnnRBQDNnz+/Wk+AgQMHCrwUPDw8BFs/vIWwXC4nHx8fpjrWPT5s2DABh2VkZJC1tbWAD6ZNm8ba2snJeD4AACAASURBVL9/f7UcBoCcnZ3p8ePHVfZb9/oXL15stBjKdnZ2lJ2dTUT/sTrm+2iIwyo/a377Kz09nTZu3Fjtff/yyy/sGT3vVsdPBdevX8fy5csRHh4OLy8v7Ny5s9YGUTz4zBCVV5Kvv/46fH19AQjVyAEBAdi1a5eg7jfffMP8WytDqVTivffeQ15eXrX9mD17Nvz9/bFt2zajMt/k5eVh7NixuHLlisHju3fvRmpqKlavXi1QWRFRtY7hmzdvZuqrESNGYNiwYZg3bx78/f3x1ltv4YsvvmAr6Pbt2+udz3Ectm/fjtTU1BrvwQQT/pfh7e0NW1tbliw9ODgYs2fPBvAfDrt69So8PT2xfPly/PDDD7h06RImTZoEsVgMmUyGb775BjY2NjA3N8fq1auZEeMnn3zCjILi4uJQUlKCcePGgeM4yOVyKBQKjBw5EiNHjgRQoS3j++Hq6moUh4lEIhw8eBC//vprtfdZUFAArVaLWbNmVbny1QURYdGiRWy1XR1KS0sxY8YMDB06FJMmTcKqVatw4sQJrF69Wq9uVlYWPvjgA4Hlsa+vLzZs2IBPPvkEzZo1Y/cdHx+PlStXAqjg988++ww9evRAbm4u5s+fz7SZjYnnfqItLi7GlStXUFxczAJI1BXBwcEGy/noK7pIS0uDubk5Ro8eLSiPiYlBTk4O0tLSkJubywaAg4MDZDIZDh8+jIKCAri4uFTZj/z8fBbwwRhcuHAB69atg7W1NUuR9fDhQzYJ3rhxA2lpaZg8eTJ8fHxqNG3nkZGRwSbv7t27Q6vV4ubNm3BwcADHcRgwYECNbWRmZqKsrMyo65lgwv8q7O3t4erqiu3btwMQelLk5ORg9+7dAAB/f3+MHj0a169fR3Z2NvMwsLGxYfuFIpFIELnoxIkTuHbtGtzd3WFlZQUrKytcvXqVHff29kZISAjjqt27d+Onn35Ceno6evXqhZkzZ8Ld3Z250Ozbt08w0fJBdxISEnD58mWkpaWxCczT01PPC8HHxwf9+/fH0KFDa3wuRITff/9dsLgpLy/H/fv39eqqVCocPHgQbm5umDx5MgYOHIiysjKDE61CocDVq1cFe6zdu3dHWFgYFi5ciNdee409DysrKzbROjo6YvTo0eA4DikpKdi7dy9sbGyM8rSoFxpzuWysVKc65uN9NlTqOGOgUqnI39/fYJxNtVpNCQkJZG5uTmKxmMzMzMjMzIwWLVrELPbGjx/PYpQaktomZdeNecpL5RRZQEWS5Dlz5rDzagpYoVarWXt8PFDdv42BWq2mLl26ED0H75FJTPKsJCAggDQajd54IiI6fvw4G6P+/v6k0WgEY4+XqtCtWzfq3bs3lZeXG8UpGo2GSktLmerV3NycoqKi2PFRo0YZ5I6FCxdSQUEBeXh4EAASiUQUGxtbbw5TqVSCcy9fvsziyBsS3aw/1XFY5T6p1WoWr33KlCms3uHDh1nbQUFBbC7hrY5XrlzZ6Bz23K9oOY6r1sK3MSAWi7FgwQKBGlb3mLu7O9auXYtdu3YhMjISABAREYGCggLMmzcPHTt2bNA+G3oGlf3fgIovwtOnT2Pu3Ln46KOPWPlXX32FX375hf12dXXFhx9+CLFYrKdGr22/xWKxXjJ4E0x4EXH69Gns27cPQEUIxgkTJlRZ19DYqw4cxwkMFauDSCSCpaUlPv74Y+Tn54PjOEGAhilTpuCll17CZ599xrauVCoVjh8/jkePHiE/Px/dunXDhAkT4O3tXW8u082wBgBeXl749ttvBZbSuoiOjq6Rw3iMGTMGvXv3BgAcPXoUEREReP/99wUW1sb0r7E57LmfaJ8FOI6rMuA+UBFPePr06cjMzGTRXpKSknD79m3cunWrxjRQDQ1ra2tmEZyfn4+DBw9i7ty5kEqlcHV1RWxsLJRKJR4/fgygIirKhAkT9AYQx3FwdnY2OImbYIIJ1SMpKQn79+9HXl4eSkpK2ETLj8P8/Pw6tct7WGRnZ8PBwUGg5tRqtcjLyxPYYshkMtja2go4LD8/H48fP4ajoyP69++P1q1bY+vWrQL3wqSkJFy5cgVOTk7o1q1bjalF6wobGxuEhYUhOjpaMNFyHAcnJycBh/E4c+YMADAO4+Hh4cHitkdGRmLLli24fft2jQErCgsLkZubCyJCcXFx47v5NOZy2Vh5FgErGgIKhYJKSkqopKSEPv30U5LJZA2WtL0mTJkyhalDFi1axPrBi0ajIZVKxX7rqq9EIhFZW1vriYuLC2VmZta6LyarY5O86BIQEEBKpZJyc3PJ09NTkCaPV2n269ePqY5rg9LSUjp+/Dg1adKEDh8+LDiWnZ1Nrq6ugnE8d+5cvTYGDhxIoaGh7LdWq9XjjE8//ZQsLS3p5s2bJJfLa9XH2iAhIYHs7OxYOk9ebGxsKDk5WcBhvOr4+PHjAg7jRSqVsvs2Nzc3GLDCkOp40qRJZGVlxdoQiUREjfh+mFa01eDOnTsG1RU8Bg4cyJLV9+3bF1Kp1Khwh3XFjh07kJSUBKAi+xAPqVRq0E9WJBKxcl9fXyxZsqTa9s3NzU3hFE0woY6IjY3FiRMnMHnyZIHqMi0tDdu2bUPPnj3h6urK1JRFRUVYt24dVCoVLCwsMGfOHIPjWCaTQSqVoqSkRM9LwdraGnPnzhWsTLt06QKtVovvvvuOeUDcunULGo0Gn3zyiUBNaojDmjdvXm3mrvpgx44dOHv2LIqKikBEgmMcx8HKygqJiYk4evQo3n77bbRr1w5LlixhXiGGOOzJkydYu3YtlEoliAhfffUVQkNDDRprPXjwAJ9++ik8PT0xdepUfPvtt0anK60XGnMWN1Yae0WrVqupsLDQqATwujhy5AjZ2tpWKd9//30j9VgIvv+vvfaaQeOBjz76iIqKikir1VJ5eTkVFRWxFW1hYSEVFhYaHaqxuLiYysrKjO6bXC4nf39/oufgPTKJSZ6VBAQE0MqVK8nCwoKuXbsmGEP8Smzv3r1sHJaVlVFCQgLzpTeU+F0XkZGRBAhDMFYHlUpFXbt2rZa/nhaHlZSUMB6qisMAkK2tLWVnZ9P69evJzMyMLl68yM6rjsMePnxI7u7uZGtrSzY2NsRxXJXGUGKxmGxtbWnbtm105coVkkql7Bg14vvxQqxoL168iLCwMPz8889Guazw6Nu3b7XJz5/W6i8mJgavv/66wfBsQIVf3O7du3Hu3DlERERg0aJF+Ouvv3Dnzh1MmTIFQIVxxqFDh6q9TllZGXr37o3Q0FB8/fXXRvXt888/18sBaYIJLyoUCgVeeeUVjBo1Ct99953g2FtvvYWAgAD8+eefCA8Px86dOw2GOmwISCSSKjPc6KKxOYyIMHLkSOZGWBWHVYZKpcKAAQMEhlRVcVjTpk1x+fJlEBFKS0vRs2fPKtvt0KEDjh07hvDwcMybN+/prGbxghhDKZVK5Obm1vqhmpubG+2T2tDgE73zf/MJ3w2htLSUGUSUlZUhNzcXGo0G5eXl7LybN29izZo14DgO9vb2GDdunJ7Rk1arxaNHj1BcXGx0P0tKSmoczCaY8CLh8ePHKCkpYb89PT2ZYU+LFi3AcRyKi4uhVCoxc+ZMmJmZQSaTsZR21eGPP/4QBKyoDpXT7jUmysvL8fPPP+tl/SEiJCYmVstfVaGy8Zguh/EIDQ1Fhw4d4OTkBKBCjVzZmtvLy4s9f09PTzRr1gyhoaEgIuzYscOooEH1xXMz0Wo0GkbYYrFYzyS8ttBqtcySjN+/UKlUUCqVRpvJPw2o1WqD/9EXLlzAO++8Y1QbYrEYUqlUb+Dx5UBFcIp3330XANC2bVsMHz5cz+pYqVRCIpEYZc5PRFAqlU/lJTXBhP9mtGnThgVM4DiOues1a9YMy5Ytg0wmM+i+Y4jDNm3ahJiYGIwZM6beHNlQUKvVyM/Px4cffqhnFVwfmJubM05TKpVITU1lHMZjzZo1LIgPX49IuPfr5+eHNWvWCMrGjx+Pnj17YteuXS/WRLtlyxasWLECADB06FCjVZdV4dixY+wrhlfPzJkzBz/99BP++OOPWvmwNSa++uorbNy4Ua9c94u4JsydOxdz5szRS7TQt29f3Lx5E0BF6Dbe3D81NRWdOnXSm5gtLCywa9cueHt713jNjIwMvPbaa8jOzq6xrgkmvMg4f/48Jk6cCABo164dDhw4gGXLliE5ORnBwcEoLy9HkyZNcPLkSUGmH0Mc9jziq6++woYNG1BQUNBgbUokEhw+fJiFxB0zZgzi4uL06i1duhRr165lvzUaDXJychqsHw2F52Kizc/PR05ODrp37w4Agi8UQ+DDIA4dOlQwYd65c4fFrdRtTxfNmzd/agEWIiIiYGlpidDQUJw6dcrgpBQVFWVUHFBDkMlkGDp0KEJCQtCiRQscOHAARUVF+Oc//wkbGxtYW1szK0aNRoM333xTcP7FixeRnp6OoUOHwtzcHFKpFD4+PnpZPgzBwsIC3bt3h0qlQkRERJ36b4IJ/yvIz89HeXk5G2O6+4S2traMizw9PcFxHJKTk3Hjxg28/PLL0Gg0LG2dsRz2tHzdIyIiavT/jYqKQlpaWp3a5zlMIpFAIpHgyJEjuHjxIjiOg4eHB5tohw0bxiyPgQqL7T/++AOPHj1i2Xn4ULq5ublITk7Gjh07AFSo6w1lOGvSpAn++c9/IiYmBrdv365T/41GY1paGSsA6IMPPjDaim3ixInk6elJpaWlgvK1a9eSSCQikUhEo0ePNro9Q9BoNPUK+6jRaMjf358GDBhAGo2G+vbtW+/sFhzHsfsTiUTk6enJLPEKCwvJxcWFZs6cabSf3qxZs8jNzY1ZLGs0mjrdt8mP1iQvuuhyGD+OqhuHEydOZNl7dMdbQ3JYfaFUKsnf379RMvXwfGaIw/B3SMibN29W+RwTExOZ/yufTeijjz6i4uJiat68ueA6gwYNqpbb3nvvvUa3On7mLygR4aWXXqpVoISqJtrc3FyKj4+n+Ph4unfvntHtVYZaraaRI0fSvHnz6twGP9Ha2NiQv78/NWnSpN4v5po1a9j9xcfHU0JCAnsJ+Ze0adOmFBgYSKmpqTX2MSMjg7WxceNG8vf3J39/f1qyZEmt7tU00ZrkRReewxQKBQ0ePJj8/f2pS5cudOvWLTKEiRMnkpmZGXXq1Ik2b97MyhuKw+qLgwcPkr+/v9GpPOsin3zyiUEO4ydhX19fxknx8fGC/ikUCrpy5QrFx8fTiRMnWMCdTp06GQyEwbfzr3/9S2+yzcjIoJdeeomoEd+P50J1LJPJ4ObmBq1Wi6ioKDg4OKBTp061bsfJyYlZn9UXTk5ORqlQDeHBgwe4evUqiouLUVxcLMi0UR94e3ujc+fO1dZ59OgRioqKUF5ejpycHMTHxwOosEDkHdN5tGjRgoUqy8nJYf10dnY2qA62s7NDjx49GuJWTDDhfwoymQwKhQIRERG4dOkSHj58CJFIVG1mK4lEAhcXF0GQiobksPogPz+/wXirKnh4eOhlTeNBRAJ17smTJ1H+/+x9d1wU1/r+M7uwLL1JR0RFxYiItCiiQoztijWWWGNJ9HpNTDFFk1+axmgSo7nxplyvNUaJGowl1th7QUWxIKKAgBTpCGx/f39s5twddhYWBfV+s8/n835kz5xz5sxx5jlz3nmLUsk4zMbGBmFhYQD03CWVSlFQUCD6fdaQg2tqarBr1y6Eh4fD19cXgJ4HzbH4fhQ8FQstD6VSialTpyI2Npalm3oSkEqlRj5wjcGBAwcwZcqUJhzRw+HkyZMsFV9sbCyLF9oQ9u/fz/LUGiI6OhpnzpyxJBGwwAIRJCUl4d133zW7vqenJ7Zu3drsJP+0gogarvQn3n333UZxmCmkp6dj8ODB2LhxI8vZ+zjwVC205uK9997D9OnTmy1MWEPIzc3F1KlTBYGox48fj5dffhkAMGDAABw8eBAzZsxARkaGaB/e3t5Yu3Yt1qxZw3JVmkJYWBiWLVuGxMREfP3116zc09MT69atg1wuh4ODA5KSkqBSqZghAW9xbA4mTpxoMl8vD0dHR8sia4EFjURycjLeeecdQVlaWlrz50CtBw1xWFOD57B58+axXLhLlizBhg0bAABTp07FuHHjkJSUhM2bNxu54wBAamoq4uPjBWVvvPEGBg4ciJ07d0Kr1aK2thaTJk1iBlJ1ERwcjO+//x6dOnViZd9//z1LDtNceKoWWolEgoiICJaNAdBHErl+/bpR3cd5k169ehVEhM6dOwP4rw+p4U1q6Ivl7e0NT09P0bilPHi/uYasB0NCQtCzZ0/ExcVh9+7dzJ8uIyMDt2/fFvge82pdIsLly5dRXFzMyvix37x5E7W1tUbuPa1atWpU1iE+8fLjzlRkgQVPIx48eIDs7GxIJBKEhYVBLpeD4zg4ODggOzubpdM0RHM+OzwHmFJd3717F4cPH4ZGo4G1tTW6du0q4DBPT09069YNqampqK6ufuTxuLq6Ii4uDj179kRtbS0uX76MmzdvsgWuT58+jMNMqawrKiqM5nHUqFGQyWTo2bMnAD0v9ejRg8V4NgS/8bC2tkZGRgbbBOXk5DRqd/1QaM4PwOZKfbGOxTI2ABA1hmouxMXFUbdu3RrVhjeGEhu7ucJxHJ09e1a0/2nTplHLli1F43+qVCoKDg4WTVw/fPhwCg4OrjfRtDnIyMgguVxOS5cutRhDWeQvL/wza2tra2SI+CQ4TK1WU6dOncziGU9PTyotLTXqQ6PRNJnVsWHmoMuXLxslfl+wYAE7/t1335nd73fffWf2nMTHx4v28Tg47Kna0T4pbNq0qV717dWrV6HT6TBixAiTdUaMGGHkp9pYDB482OjbruHuvi6Ki4sxfvx4TJw4kX2LNcTp06cxYsQILFy4EB07dgSgV7tXVVU9UlSZZcuWYe/evYKMIRZY8FdG27Zt0aNHD2zZsuWxnresrAyzZs0SDX149+5ds/qoqKjApEmTMGbMGAGHNddnoob6HThwIDZv3ow333wTeXl5rDw4OBgLFy4UtOcNogDg119/xdatW7F8+XJB4I+nAU/NQltSUoLCwkIAeutW3iLMwcEBzzzzjFF9X1/fR3Lazs/PZ5FMjh49it9++63BNvXVMXSmNoSDgwMCAgKQnZ0NrVaLwMBAk+OOjY3FsGHDcPv2bcjlcqPkxTk5OSxiVHl5OWpra7Fjxw5ERUUJ6nEch6CgIKSkpOC3337DW2+9xY49++yzDV5nQ7h37x5yc3MRHBz8WOOpWmDB0woXFxeEhIRg06ZNyMjIgI2NjRGH3b17Fw8ePACg56927dqZxWFZWVkmVcD379/H9u3b67VubghKpRK///47+7xkDnx9fUVTghryOI/AwEAEBgYC0HPY7du3eS2AKFq3bo2WLVvip59+AsdxyM3NBaBPHjBixAjk5uayeOyGY0hLS8OOHTtYuEseDx48wN27d03OUUFBgdGLSpPjUbbDAN4EcA3AVQCJAOQAWgM4CyADwCYAsob6iYiIoCVLlpCVlRVZWVnRSy+9xLb7Op2O1Gq1kWg0GrNVBmKYOXMmOx/v8PwoMm/ePEH/hgEr1Go19enTh8LDw0mpVIpej1qtJq1WSwqFgtq3by9IHM1j6NChbMwcx4mqXXhoNBratGkTAaDjx48/0lzVBZ+CT61Wk06ns6iOLfI/K03JYV9++SUB+lRsYhw2YMAA9syuXLnSbA6LjY1lz31dqauCbQ4OE6u7du1aUQ776quvjD5/nTp1il3r0KFDRcfcEIcBoNjYWCIiGjlyJLt+wzR/CxYsEE38vmvXLiPONBSe/5vzPnvoHS3HcX4AZgN4hohqOY7bDOBFAH8DsIyIfuE47kcA0wD80FB/Op2OGfacPHkSM2bMwPvvv49WrVoxNWdOTg4WLlyISZMmNejPmZycjBUrVpg8fvz48SbNOrNnzx5m6RYTE4NJkyYB0O8urays8NZbbwkSGhQXF+OTTz4RqF/79u2LF154AfPnz2e+dIsWLUJmZiYA4NKlS4Ixu7q6Yv78+aJpoaRSKaKiorBixQoEBQUhIyPD6E1v3LhxoqHJGoJEImFv4lu2bEF2dnaj+7DAgieNpuYwHlqtVpTDXn/9dfb5qWfPng3GW+c5LD09/bFkyDLFYSEhISzmMo8ePXqgvLzciMNSU1NhZWWFTz/9lHHY5s2bsWbNGgB6DhML4r9t2zam6o6Li8O4ceMEHAbo479Pnz4dycnJbD50Oh3rY9CgQfDw8MDixYsRHR2NCRMm4LPPPsODBw/qddfcvHkzDhw40LjJaiQeVXVsBcCW4zg1ADsA+QCeAzDuz+PrAHwCM25SJycn+Pv7Iz8/n1nUDh06FHZ2duw/rKKiAnv37kXXrl3RsmXLevs7f/68aLD+hwWfMq/u9wWtVov8/HykpKQwazm1Wo1JkyYxZ/ScnBymlsnJyYG7uzuqqqqwevVqQbBwIkK3bt0QExMDe3t7EBFOnz4tsMIzvG5PT0/069cPtra2yM3NNVKne3t7Y+DAgXBzc0NOTg5Lu6dWq1FQUICAgAC0b98ePj4+Jr+bKBQKUQs+Hvv37zdpSm+BBf8DeGwcZpgLu7S0FDk5OfX219QcZgg+WAbHcaIcVl5ejvj4eKjVaqOx80hPT8eqVauM1K4ymQy9evVCq1atQERISkoSeI4YcphGo0FBQQEuXLiAixcvwsfHR5Ca1Nvbm5378uXL+Oabb1h5QUEBSktLce/ePfj4+KBr165o164dOnbsiJKSEvTq1QuJiYnw8/PDa6+9ZnIuzp079xAz2Eg8ynYYwOsAHgC4D2ADgBYAMgyOtwRwtaF+IiIiSK1WU3FxMbVq1Ypt6eVyOQ0ePJipAHQ6HVVXV9O0adPIzs6uXpHJZE2mUgFA0dHRVFVVRdXV1QLJysoiZ2dnQd3JkycTEVFtbS3t2LHDaGyJiYl0584do/BmVlZWrI5hH3XPyUt6ejp5eHiQnZ0deXt7U0FBgUBl8ttvv5GdnR2dPHmStFota3fx4kWytrYmmUxGgYGBVFFRYaS24bF79+5659nKyqrZ1S4WsUhzyePmMB4zZsx47BxmKEFBQVRWVmaSw6RSKdnZ2bFYwmLjqy88o1wuJzs7O7K3t6fjx4+b5LCbN2+Svb09AfpQiXfu3CGlUsnmiecwOzs7io+Pb5DDqqqqyN/fn3Epx3HsWp4khz2K6tgVwFDov2eUA9gCwPi1x3T76QCmA/pQXFZWVnB2dsbcuXNx+PBhbN68GQqFAqmpqZg3bx6mTJmC9u3bw87ODiNGjECLFi2wdOlSgS9rU0EikWD27Nnw8vJiZX5+fnBwcMDGjRuRmprKyqurq6FQKBAXF4f+/fsDAEJDQwHoM9x06tQJH374oaD/kJAQuLm5YcGCBSbHzxuA1ReUw9vbG3PnzoVKpYKNjQ3s7e0Fx7VaLWpqaqDT6SCRSFgEmoCAACxcuBBarRYODg6wsbHBoUOHcPToUcyZMwdOTk6sj/bt2xuN3xC7du3CiRMnTB63wIKnFc3BYXxuWR5iHAboU4G6uLg0G4fVxfTp09G6dWsAwIYNG3Dv3j18/vnnkEqlohwG6Ddh//rXv+Dg4IApU6Zg1apVzPd09OjRCAwMxNKlS9G3b19ERUVhyZIlqKmpgVQqxWuvvQY3NzdwHIe2bdsy7lm3bh3Ky8sxe/ZscBwHW1tbAPrPZgMHDoSHh4cgLy/PYYBeEyfGYUSExYsXg4igVCpRUVGBsLAwvPDCCybn45dffsHly5ebcIYbwCO8CY4CsMrg9yTo1SvFAKz+LOsOYJ85b4OG2Lx5M7m5uQk+mm/atEmw88rKyiI7O7smfctzcXEhNzc38vT0pDNnzoj6qE6ZMsXo7Q8ihgRERBUVFaJ9PC7s2LGD3Nzc6PTp0w3WNWVI0BDefPNNy47WIv+T0hwcVltbS2FhYWyXZiibNm2ikpISKikpIaVS2SwcBoBsbGzI1dWVpFIpWVtbk5ubm8Ag0hwOUyqVdP/+fQoJCaGBAwcSkd4H38nJiQDQ+vXrKTs7m3x9fWn58uVUUlJC7u7uJJfLycfHx2RChISEBHrmmWeoqKiIFAoF5eXlUcuWLWn+/PlsbkpKSqi0tJS0Wi3jMDc3NzaOuigsLKTAwEC2w3ZxcaHXX39dtK5Go6GSkhIaPnw4SSQScnV1Jblc3uwc9ig36bPQW+vZAeCg/5bxGvRvhS/+WedHAP8w9ybloVAoqKioiLp06cJuAicnJ4qPj2eZHpr6JrW3t6fU1FQqLi6mgoIC6tatm6jlb2VlJZ05c8YoQ4SYxV58fPwTTXWlVCqpuLiY1Gp1g3UtC61F/mrSXBxWWlpK33//vRHHODk5kbu7O7m7u9PGjRubbaF96aWXKD8/nzp06EADBgww4gBzOGzjxo3k7u5OUqmULXAVFRV04MAB4jiO1q9fT1qtloqLi6mmpoYttDNnzqTi4mKTKQITEhJIKpWSu7s766OkpIQ+/PBDNjfu7u7k7e1N6enpjMOKi4upvLxctE+dTkclJSU0d+5csrOzoytXrpjc4Fy4cIE8PDyYyjkvL49mzpz59KqOiegsx3G/ArgIQAPgEoAVAHYB+IXjuM/+LFvVUF8FBQU4evQoevfuDUAfXrFFixaYOnUqjh8/jl9//RWVlZW4efMmlixZgr/97W9wdHR82KGLQqPRYNOmTXBycoJOp0NmZiYqKyvx1VdfCeoNGTIEbdu2xZw5cwTWczKZDN988w2mTp3KVK9lZWUC1W9hYSHWr18PIoKLiwumTJnSqMARW7duZUniBwwYIPB7U6lUWLVqFR48eACpVIrJkyfDzc2NOW7n5ubil19+4QmGwcHBAdOmTUP37t3xxhtvGM3rnTt3kJSUJCgbPHgw8xuOj4/Hxo0bzb4GCyx4GpOrKgAAIABJREFUWtBcHObq6opnn32WxTfOzMxkHMZDqVQ2/QX9ibS0NKaivXv3LlavXi04bshh+/fvR1paGqZNmwaZTMb4Ljk5GSUlJYJ2Tk5OcHFxAcdx2LVrF2prawUc9uqrryIiIsIoWMTPP/+M/Px8APrQsVqtFiUlJdi+fTuqq6sxdepUEJHgfNbW1tBqtZDJZHB3d0diYiLzpzUFuVyON998EwEBAXBwcAARYd26dQJjzpycHPZbKpXC3d0dAwcOxNatWxszxY1Hc67i5goAeuedd0TfQA4cOEC2trYC+emnnxr1NiiRSMjW1pakUilxHMf64VUGYiKXy0WNETZt2iQ6zs8//5zs7OwoKyuLiPQ72m7dutGwYcNYnYsXL5K9vT3Z2tpScHAw1dbWivZVF1qtlmpqamjYsGFs7GvWrBHUqaioYOoTZ2dnSktLI41GQzU1NVRTU0N//PGH6HV6eXlRfn6+yV3vzp07jdps3LhRUMfiR2uRv7oAoDfeeINqamqM8p2KcdjKlSspLS2tWfO9mhJDDps9ezZ5enpSWVkZff7554z7DMdqyGHJyckkkUhIJpOZxWE6nY5iY2PJxsaGAJBMJhP0HRQURFVVVfTpp58K5sLa2ppu3LhBGo2GqqurKSYmpsHrmjt3rmD+NRoNhYSEmKzftm1bUigURNT8HPbURIYyhR49euDGjRuCMnd3d6O3rfoQFRWFTZs24ZVXXkFmZib27dsHqVSKwsJCPPfcc0ZBs62srLBjxw5kZ2fjlVdeeahxSyQSbN26VeAr16lTJ1y/fh1EBKlUanZihDNnzmDcuHFYvHgxM2+v+9bo6OiI48ePQ6vVguM4+Pr6Yv/+/Zg5cyYAmIx8cv/+fURHR+P111/HnDlzHuZSLbDAAgCrV6/Gnj178McffwhcWMQ4bPHixfj444+bPyJRI2Fra4sDBw7Az89PUFYXX3zxBUaOHNkgh3Echy1btuDw4cMYN24cfvzxRzz33HPsuFQqhb29PfMxfu655wQ7UJ7DxPLM1sUPP/yAbdu24fDhw/D29jbnch8bnoqF1t3dHVFRUdBqtdi6dSu8vLzQq1cvAHp1gFiWi8YstOXl5Th48CDu378PGxsbgZXzpEmTjG52KysrdOrUCR4eHpgyZQr27NnD/qMPHz7MwqgB+pvwhRdeQJcuXTBp0iRBxh4fHx9BvzKZDAEBAWaPm4dCoUB2djYcHBxMZvzgOM4oZKOnp6fgpq6L06dPIy0tDTk5OThy5Ag8PT3xwgsvCPJjBgQEGMVfbtu2LaqqqrB161ZEREQ0+nossOD/Gtzd3TFkyBBIpVLs3LmTZe8ZMmQI3N3djZ7b6OholJaWIikpSTSAgzmIiYlBhw4d6q2Tk5NjFIzBkMPqZkbjOA5+fn7MB3bHjh0Crs3KygIRoUWLFnBxccH69euh0Wggk8kwatQo0YX3/PnzuHjxIgB9YnsxDnN2dgagX3iDg4PRs2dPODs7o6amBtnZ2Rg0aJDAv7a8vBzbt28XBKyoqKiARqOBRqNBeno6jh8/jri4OKMQtYA+7G5lZSXWrl0rGvCnyfGkVS5E/zUkqKmpoaCgIJo0aVK96ggiouzsbHJ0dBQNqyWRSEgqlYpKaGioWcZBhoiPj2ftDc/HcRz5+PhQWVkZ6XQ6o5BqWq2WNBqNWaHWNBqNkcqJx6FDh0gqldKOHTuMjAz4/sXObcoggcerr74qsOxujDFURkYG2djYWLL3WMQiZMxhvP9pcnIymUJ9HCYmdblsxYoVJvvmsW3btgb7NVQd1/38ZSoE4/r16wWxAFxdXamgoEDARxqNhlQqFUVGRrJ227dvN8lhJSUl5OfnRzNnzmRlW7ZsISsrK6Mwsjdu3CC5XG40d/b29pSVlUX//ve/SSqV0pUrV0TnZezYsazN4+Cwh4/K3wyQy+XYtWsXFi5c2GBdHx8fnDlzBlOnThWUW1tbY/v27SzKSV1JSkpqdOaaVatWsfb9+vVj5e+99x4OHToEJycnrFq1Ct26dWMf/XU6HV588UWEhYUhLCwMp0+fNtl/RUUF4uLisGTJEtHjUVFRSElJwa+//oqRI0eyt7iCggLExMQgLCwMsbGxLEKTRqPB8OHD8fbbb9d7Xe+//z4OHDhQb95cCyywwHw0BYeJITIy0ojLxDJ2PSlUVlYiLi6O8R0v4eHhLA8sAMyePdskhw0cOBC//PIL2rVrx9rv3r0bly5dQnh4uOB8rVu3xvnz5zF69GhBeW1tLfr374/58+c3/0U3Ak+F6ri8vBxXr15FSEgIc+jmUVRUhFOnTgnKwsPDERAQgGeeeQa9e/dGQUEBDhw4AKVSCY7j0L59e6N+6iIlJQVZWVnst5WVFZ5//nmBlXBBQQHOnDmDnj17MmdvXsUB6B+U1q1bY/fu3Th69CiuX78uiPt569Yt3L9/H927dxeoY+tCKpWiTZs2aNGihehxBwcHhISEoLS0lKluAL0D97Vr11BdXQ1nZ2cW/5OIkJ6eDmtrawD6uM68+ufZZ59lKm0+9KJUKkWHDh3QtWtX9j2GiHD48GHY2dmhW7dugvEkJycjOTlZoLaxwIK/MupyWPfu3TF06FC4uLg0msMkEgmee+45wQtwSEgIQkJCBH2kpKTg6NGjRmMJDAwUpI/j4erqit69e+P8+fMs/Rzf7/79+43UyDy8vLzQvXt3dp188nV7e3sMHjxYwHkZGRm4fv06+vTpwwLoBAUFseOnT5/GrVu3THJYUFAQHjx4gDZt2uDQoUPo0KEDQkJCRDmMD/xjCI7jEBgYiMLCQuTn5+PQoUPMUyM2NtYkxzY7mnO7bK6gHqtjsaTJq1evFtQpKysjT09PZtV28+ZN0b4MMWPGDEGfjo6OlJeXJ6jDq12OHDnCykaPHs3afPPNN1RYWEiurq4EQFTtYsrJ+mGQkJBAISEhTE189+5dcnBwIADk7OxM+fn5RCRM/M5b/fFjTkpKEvSZn59Pzs7O9OGHHwrKeYu9hIQEo3E8brWLRSzytMuT4LDp06eLqnWnT5/O6hiqjrt160Y6ne6ROIy3Ol6/fr3omJYuXUo2NjaUkZEherypOYz3geWF//y1cuVKo3k5ePAga/e4OYwj/U3yRBEcHEx79+5lOQv379/Ptv7l5eUC1QOgf0Pq0qULNmzYABsbG2i1Wly4cAEqlQoSiQTh4eH1hi4EgNu3bzM1L6Df0YaHh2PPnj1YtmwZ1qxZgytXrmDYsGEICQlhO9mbN28yFW1gYCA6dOiAt99+G7/++ivWr1+P69evs4/9KSkpkMlkRvl0FyxYgCtXruDnn382abV34MABfPLJJ4KyyZMnIzIykr2tqlQqXLx4ERqNBtbW1ggPD8fvv/+OJUuW4NKlS7Czs0NwcDBSU1OZD19wcDC6du2Kn376CVZWVlCr1SyYt6GhllarRVhYGAIDA7Fz507BONLT01FUVAQAaNOmDYYMGYLk5OTmyRJtgQX/A+A5zMfHBxMmTBBwiykO40O8/v3vf8fYsWPN4rB58+bh+PHjAP7rk7px40bY2tqitraWZb0JDg4WcBig90wIDQ19JA578OABUlJSsGnTJhQUFBhx2L1793Dr1i0sXbpU1GC1Pg5TKpVYsmQJqqqqQET1chjvdTFs2DCmcVu3bh0SExORlpaGffv24eWXXxac++DBg8w49HFz2FOhOnZwcGCLLKDf/nMch5SUFIGFLw/DNG2AXvUaHR3dqHO2bdsWbdu2Ndm3YbzSq1evwtHREV26dMEzzzyDmpoaXLhwgSVkjoyMREFBATIzMwUPR1hYGMrKynDs2DEA+hu9a9euTF1rKmMOPwd102gRkVGQjLpqXT4tX1RUFIqKinDy5EnB8bS0NNYXoP+mLZYMnuM4REZGCuI98zBHNW+BBX8l8BxWW1uL5ORkwWcpMUgkEvZ883+bw2Ecx0GhUODixYsgIri7u0On0zEhIhQWFqKkpMTIbZFvX5fDKioqoFKp4O/vj9jYWAGH6XQ6FBcXCzgsNjYW//73v0U/H/n6+sLDwwM//vgjysvLjc5PRKisrGT92djYIDo6GhKJBA8ePIBcLmexjRviMECf6jM2NhaAPrhOVlYWUlJSkJ6eXu88GnLYnTt3RNeZJkVzbpfNlbohGIn0aouIiAhR1UhdtUtzQUztQkR08+ZNFsyCt9gzhd27d7M+IiIiGrQErg911S4N4ddffxWdv+DgYFKpVA89jrqwqI4t8lcXQ6vjwMDABi19H4XDUlNTWcYZU2JlZUWpqalmcRgv5iR+5zlswoQJFBgYSDU1NY0ae0JCgqC/li1b1hsP3hSH8fLdd98J6vPZe8TqGqqODfE4wsg+FTtaMUgkEixbtkz0rejo0aN4+eWX8d133zXoMP3uu+/CysoKn3/++SOPid+B+vr6IikpCStWrMC+ffswduxYjBs3DhMnTjRqExERgR07dgAAXFxc2E68sLAQs2bNwvjx4zF8+HCzx5CdnY1hw4Zh9uzZ6Nu3b711Y2Ji2LkN4eDg0GjLawsssKBh2NjYYOXKldi1axeWLVtmdLxNmzZYunQpjh8/jiFDhpjdb0hIiNkc1r9/f8ycORNfffWVqJ+suZBIJPjnP/+JQ4cO4dNPP8X8+fMRFxcHiUSCt956CwMHDsT48ePrTUrPcRyWLFmCdu3aiR6/f/8+Ro8ejZdeegljxowxOm6Kw3icPHkSL730En744QeBwWnfvn2NctBu3rwZu3fvNvLumDp1qtHnsabGU822PXv2FC3funUr9u3bh5SUFEHUkhYtWsDX11dQt6CgoEkWlZqaGly+fBmBgYEsiIaDgwNUKhX27t0LPz8/dOnSBYDeuo+PDOPp6YnBgwcb9adWq5GTkyOIf9oQWrdujbt37+Lu3btmqTp8fHxEz80jNzcXpaWlRuVubm5GwS8M1SsBAQFwcXExe9wWWPBXgUQiQZ8+fVBbW4uDBw8aHe/YsSMGDx6Mbdu2NYrcDXnC1tYWoaGhLDhDWloaS4UZHByM2NhYJCQkYN26dexbLPBfDuM4TuC9wKOoqAhXrlwB8F8O69WrFyQSCX777Tf07duXfarq2rUrXFxc8PLLL8PFxQUeHh5GYy4vL0dOTg5GjRrFPCvqQqFQYM+ePYiJiRGUE+k9J+RyuSiHKZVKpKen4+eff8bBgwdx8eJFODk5oaamBiqVigX3ad++PdRqNTIzM3Hp0iXU1NRg4sSJghcOX19fgTdJs6A5t8vmipjquD5MnjyZADCncF7eeOMNo7rmBG4whbrO3hKJhDZv3kw3b94kW1tbo+AV/DimTJliVv9ardZkkAox6HQ6dj2NaWcKs2bNMppDiURCr7zyilHd559/nh1PTEwUHLOoji3yVxdTn7/EhOi/HGau9O7dW7TvnJwcZrXr4OBAOTk5jBu0Wi399ttvRhzGS91z1MdhYhzKB6z44osvRK9z/fr17JzPP/88ERmrjnlZsGCBoG+VSkWdOnWiUaNGGZ2XyDhgRd3r4jiOZDIZXblyhXbu3Cm43rp8t2zZMkusYzFMmzYNcXFxRuUdO3Y0KpNIJLh58yYWLVqE119/HV27dn3o8+p0Onz33XdwdXWFUqkE0X/fCAcNGsQcyA2NrFJTU/H1118D0Fv4ffzxx+xtytCgyxzwRmLmIjk5Gf/6178A6D/+v//++0bX4+joiMWLF8PW1hZKpRJz584VGDhcvnwZy5Ytw9WrV1k5EaGoqAgffPAB1Gp1g4YfFljwV4S5z/eoUaMQHx+PuXPn4tlnn8X48eON6pSXl2Py5MmMw/i+Dc+hUCjw1ltvYdCgQXjppZeMjDoB1Ov7PmjQIAwZMgTz5s0TcJshh/GYMWMGOnfujBUrViAsLEz0Wnv06IG1a9cCMA5HCwBTpkxB586dMW/ePAD6YBNz585FRUUFdDodcnNz8eDBA0yePNmoLW/AxY+z7nX17NkT06ZNQ8uWLZGdnS04Xrfuhg0bmp3D/icX2tjYWGZpZg4KCgqwbt06DB8+vMGFtqqqCiUlJfDz84O9vT0CAwNRUFDA4iFfv34d9vb2RjGLu3TpwuIzG6aay83Nxbp16wDov9d+9NFH4DgOGo0GeXl5cHFxMVttUVhYCLVabaTWNYXs7Gx27tjYWKOFtkWLFujQoQPGjx8PR0dH1NTUYM2aNQI1UElJCY4ePYry8nLY2NjAx8cHDg4OqKqqwvr165s13ZcFFvwvoaKiQvRTDA9vb29IpVLcu3cPcrmceVo899xzGDduHFavXo3Y2Fi89NJLRm2PHj2KN954Az169ICHhwf8/f1RUlKCnJwctthoNBps2bIFVlZW6N27t0kOA/TeBoaJAwA9h/Xo0cPIrciQw3g8//zziIqKQs+ePaHT6XD37l34+/sLFtzWrVuzQD9iaN++PXr06IHWrVvDxcUFGo0GZ86cYW43rq6uqKmpYefm+QfQf3qr76WhXbt2mDRpksnjHh4esLGxQW5uLpKTk03WazI053bZXGms6rixOHLkCAGgbdu2NVh35cqV5OjoSNevXyetVku1tbUCZ+n169dTbW2tkSxcuJDkcjnJ5XKBw7gpq+PMzExydXWlpUuXmn0dw4cPp8jIyIeyOo6NjTU6rlKpWJooHgqFQmCRzM9BXFwcRUZGUk1NDWm1WhbrmO+fnoL7yCIWeVISERFBS5cuZRwgJvv27aOUlBSyt7enVatWMe7gY68rFAqTcdh5DrO2tqbw8HBSq9X06quvCp5BXqRSab0cBoCCgoKooqJClMM4jqPJkyezcxtymCEP8hwml8vJ19eXiouLRcduCEPVsbW1NbVt21aQmF6hUAjGtHHjRlY/JiaGampqqLa2li5dumSUuN5Qpk2bxs4plupz3bp1dO3atcfGYf+TO9rG4Ntvv0V+fj6WLl1qFMJMDBqNBrW1tdBqtZBIJJDL5Zg9ezZGjBgBQJ91Q8yRnPdvAyAISdaxY0csXboUgD6UGf/GR0RQKBTYunUrSktL8d577+HChQvYvn27oN833niD7Z4nTZqEqqoqs1VSoaGh7Nx1314BsBCNAPDHH3/g0KFDmDt3rmCHzc/BrFmzoFarRVNmWWCBBXp15aeffoovvvhCsLPt0KEDZsyYgSNHjkCn02H+/PkCHvn9999x6NChevu2sbHB0qVLsWrVKqZFGjp0qMDASKFQYPHixaisrBTlsPDwcHz77bcA/vtcy2Qy1t6QwwxhyGE8IiIiGIcpFAqUlpbiww8/NBkoqF27dpg5cyamTZuG4OBgfP3111Cr1SgsLMQnn3yCIUOGoG/fvkZeJJGRkQIO4/knICAAX331FTZv3mwU3rIuOnXqZDT+Z5999vF6XjzpN0Gi5t3RDhw4kIYOHWp2/XXr1pGPjw+dOnWKKioqWLlaraaioiIqKiqikpISo3bffPMNeXh4kIeHB82ePbvB82RnZ1PLli3Jw8OD2rdvTyUlJbR06VIj44SzZ8+a7EOr1dL9+/epurpa9LhCoWBjrs/Xl4jo66+/platWlFqaipVVlY2OH5+R2tvb09WVlZET8F9ZBGLPCnhOay2tpYiIiIYF3h4eNDo0aOJiOjFF1+k+Ph4I8OiBQsWCOrXFSsrK2YMNXHiRIqNjRXValVVVVFISAh5eHgYcVhZWZlgZ9q2bVvKyckR+ME+CofxYm9vb7R7dHV1peHDh7N2169fJ29vb5LL5azO3LlzGVcZ+tUacpih8Bz87rvvCs7fokULkkgkgh2tUqmkoqIio9gBj5PDnvgNStS8C21VVVW9DtF1oVQq6f79+xQdHU1jx45l5efOnSNXV1dycXGhyMhIUiqVgnYKhYLKysqorKzM5MJnCK1Wy+qXl5eTTqdr9EKbk5NDfn5+9NVXX4ke37FjB7m4uJCLi0uDMZdra2spLy+PgoODzXrI+Jt0wYIFFBYWRvQU3EcWsciTEkMOq6ioYM92WVkZ45+qqirRl9ja2lpBfUMpLS2lyMhIttCa6qPuuetyWEJCArNOxp+Wty4uLvTjjz+yto/CYbwsWLDAiMMOHDgg4GC+3cSJE1k9uVzOuGrOnDmsriGHGUp0dDSpVCqqqakRnD8nJ4d8fX0FC+3evXvJxcWFjh07Jhj/4+Sw//Oq48amgJPJZHBxcUF1dTUuXbqEzz77DJMmTYK3tzf+8Y9/ICkpCVlZWVi8eDEkEgkcHBwwc+ZM2NjYQCqVstBjUqkUU6dOFYQwLCgowOrVqzFkyBC0bNkSK1asQK9evZhvWlRUFD744ANWn+M4I79gQzg6OmL69OmIjIwUPd66dWvMmjULAEwmjOeRnJyMI0eOYOTIkWYlc3d1dcXcuXOh1WqZ8YIFFvxVwWeKee655+Dk5CRaxxQXnT59GhcvXsTMmTNFs3y9/PLLTM3ZEJ/x59ZoNAIO69q1K/PzT0pKQlpaGsrLy7Fz507U1tY+EoepVCrY2dlh5syZiIuLM+KwDh06oKSkBN988w1efPFFBAUFwcXFBSNGjDAyKgUgCAmrUqlEgxZlZmZi0aJFop/Rpk6dKuCwwMBAzJo1C0eOHGHZjoYNGwZfX9/Hx2HNuYqbK81tDGUInU5HVVVVJo0O1Go1lZeXU3h4ONnb25O9vT3t37+f7YyHDx/O3sJkMhkFBgZSeXk5ERFVV1dTq1atyMrKipycnCglJYU0Gg1VVVWRRqOhixcvkqOjIyUmJjIftC+//PKRr6Wqqoqqq6sfybd28eLF5OnpaZTBiB+/oRjO3eMIX2YRizztIpFI6IMPPiAiPQ8YGhkacgAPhULBdo0fffQR+fr6UmZmppGmjIiYARCRfvdr+CzW3XlWV1dTVVUV4zBePbtnz54m5bC1a9dSamoq69/V1ZWys7MF41er1eycu3btIgC0c+dO0mq1RpxiSnhfXN6gDDA2fOI4juzs7Mje3p48PT0pPT2dzX9NTQ3rq3fv3qzNmjVr2Nw9Dg574jco0eNdaG/evEkBAQEm0zytX7+eAgIC6NixY5STk0M5OTk0ePBg8vPzIz8/P7K1tWX/WZ9++inl5+ezBY6/SUePHk15eXmkUqno0KFD5OfnR8eOHSOVSkV5eXlUU1PTJAvtvXv3KCgoiPz8/Cg4OJiKiooeuq/Kykq6d++e0fejP/74g107L4bW25aF1iIWIXTu3JlZ8Xbr1o1ee+014nH06FHy8/OjQ4cOsbI333yToqOjqaamhioqKujGjRsUEhJCH330EdXF4MGD6YUXXiAioilTpgiexfDwcIFqOjw8nPz8/BiHrV69mgBQixYtmpTDpk2bRl5eXoLFztvbmz755BM27m3btrFztmjRgi20N27coICAACNeERM3NzcCQFu3bqWtW7eKLrQeHh5048YNysnJoVu3blFYWBi9/fbbpNFoqE+fPqwvQwtjV1dXiomJIaVS+deNdXzr1i0Wvszf3x8JCQlN1rejoyMGDx4syBZkiMDAQAwaNAgXLlxAdXU1BgwYgMrKSpYo2RBXr17Ftm3b2G+VSoWqqirY2dnBx8cHSUlJOHr0KPLy8qBQKGBtbV2vKrgh7NmzB9nZ2ex3WVkZ7t69C5VKBblcjjVr1qB79+4mQ1fWB0dHR4H/Lw8vLy8MHjwYO3fuZHPAZ9cA9LFIf/7554e4Ggss+L8DmUwGJycn1NbWoqCgAGfPnsWPP/4IQO97z3MAj7KyMmRkZOA///kPZDIZNBoN4uLiRD0j7t+/z6xxo6OjBZa5Li4uzHvA2toa/fr1Q3l5OTiOw4ULF3Dz5k0AEIRiNMTDcphSqURhYaHg+gcMGIBOnTqxMj8/PyQkJOC3336DjY0N/v73v+P69es4e/YscnNz6/WDlUgkGDVqFFxdXQHoPSgMUw8aQiqVwsfHB87OzlCpVBg4cCCeeeYZcByHuLg4yGQy7NmzR9CmrKwMhYWFICLRPpscDa3EAFYDKAJw1aDMDcAfAG79+a/rn+UcgG8BZAC4AiDcnNW+7o6WVxcAoH79+hm94TUWOp2OVCqVQOoLy6hWq6lTp07MWrlPnz4klUpN+mzVlcmTJ5NWq6XIyEjWbv/+/YJzZGZmkpOTE3399ddmX8fQoUPJ2tq6XjF8k25K9OvXj51jw4YNgnm0hGC0yNMsj4vDtFotVVRUmMzes3PnTvbZhQ/BaGVlRdbW1uTh4UGFhYWk1WqNPmvFxsZSfHy8EYeJ8ZlarSaNRsM4jOM49tw2BYfxXDpx4kSWQUgikZCnp6eoH61Op6OYmBjG46ZCMPLCz4ednR3duHGDnU+n09Hx48dFOc/f358qKipE546IaNeuXaJz0KZNG6qqqqI333yTOI6j5rwHzXHIXAtgQJ2yuQAOElE7AAf//A0AAwG0+1OmA/jBjP6bHcnJyQgNDUXnzp2ZbNmyxez2a9aswYYNGxp1TolEgi1btuCHH8SnwM/PD+fPnxcNL2YK//rXv5CamlqvGBoiNCVWrlzJznHkyBE2jz/99FOznM8CC5oQa/EYOGzt2rWIiooS1X4BwMyZMzF69Gi2k/P19cX58+eRmpqKkydPwt3dHRs2bEDXrl0FIQE3bNiAWbNmCfirrnz//feoqalBfHw85s+fz9rGxcWx57YpOOzatWsIDQ1Fjx49sHfvXtjY2GDOnDk4efKkaKIRjuOwceNGrFy5ssHzOTg44PDhw0hNTcWlS5fQpk0b/PHHHwgNDcXFixcREREhynlHjhyBg4MD/v3vfyMqKkqw0waAXr16sbqJiYksLGVOTg4iIiLg7e3NEts3FxpUHRPRMY7jAusUDwUQ9+ff6wAcAfDen+U/kf7V8AzHcS4cx/kQkfie3wRatWrF4gbzlnKPAnt7e3Tu3Jl/kwUAuLu7Q6FQYO/evdBoNLCyssKAAQMgl8vBcRz69esHb29vAEDLli0FVrsODg6UqDWBAAAgAElEQVTo27evIDF7Wloabty4gX79+iEqKgqAXg0dFRWFkSNHwsvLC2VlZTh48CCio6MREBDQ6OTp5oZefBjcuHEDaWlpGDBggGhQCj4bEaB3AM/NzcW+fftQVlbWbGOywIKmwOPgsLKyMty7dw+hoaEIDQ01Wc/V1ZV5LlhbW6N9+/YCS2N3d3d07txZoB4OCAhAZmYmbt68iZiYGMHnJ57Djh07BmdnZ1y7dg1yuRxbt25Ft27d0L59e3To0IGNkcfDchifNYfn1JEjRyI2NhZBQUEmr9mQO8VCPPKws7NDSEiIYMGuqqpCWloaamtrYWtry66Fx6VLl3D79m1cunQJR48exY0bN7Bt2za4u7uD4zg8//zzcHZ2Zu2kUilGjhwJIkJ1dTX27dsHa2trk2NqMpipegmEUO1SbvA3x/8G8DuAWINjBwFEmuhzOoBkAMkBAQFG2/3Hgby8PHJyciJAn/mirsWtIU6fPs1UDu3btzcKXfj555+TnZ0dZWVlmewjOTmZJBKJSUMsHjqdjsnjwoIFCwTZP+pKXWRkZJBcLqelS5daVMcWeeqluTkMAL3zzjvUEC5evMjUl61atTLLX5VIH4KR4zjavn27oDwvL0/gH8uLtbU1Xbt2TVC3OThMjBvM4Q8xiLXbsmULAaDjx4+Ltpk5c6Ygi5qhSKVSunz5sslxPE4Oa1z6GPGFmr+wxrZbQUSRRBQplsvwccDDwwMHDx7Eyy+/3Kh2d+/eRa9evbB58+YmH5NarcaoUaPQvXt3xMTEGCVubi5MnjwZu3btwssvv4zu3bsbyYULFwT1/f39cezYMYwdO/axjM8CC5oLTcFhwcHBePXVVxts06FDB5w6dQqDBg1q1LnCw8Nx+vRpswwdhw0bhhMnTtQb0L8pOCw/Px9xcXECY8jExERR/uDn5u2338aECROMDKFWrFgh2o7P7GMK7777Ln7//XfY29sbHdNqtRg/frygv6lTp/IvSY+Vwx7W6riQV6dwHOcDvaEBAOQBaGlQz//PsibF9evXUVpaipiYGLPi/paXlxstFIZQqVTQarU4ceIE3N3dWbmHhwdTAzk7O+P555/HlStXUFRUhHPnzuHIkSOs/q1btxp1DQqFAqdPn0bbtm0FTts6nQ4pKSl48OABOnfuLFDt1AetVotTp05BpVKB4zh069ZN1PndFPz9/eHi4oJr164hNzfX6Pjhw4eh0+mYSsnGxob9bYEF/4NoUg4Ty+glBjs7O0RHR4smSgf03w3T09MB6C3+eStkrVaLBw8e4OLFi4L6JSUl0Gq1gjIvLy9ERUXh7NmzsLOzE1VlKxSKJuGw8+fPC7xCeItrQ0RGRrLPUTdv3hRNOp+Tk2PUzhDJycmCTGH29vZ49tlnERgYCGdnZ/Tp0wfV1dXQarU4ffo0q3v16lVBP+Xl5Th48CA6d+7M5unWrVuoqqpq1LU3GuZse2GsdvkKwNw//54L4Ms//x4EYA/0qphuAM6Z0//DJH5vrNoFZlrbGYpYjOTRo0ebrN8YtYspP1qFQkFt27YVhH80B+Xl5eTt7c3URjdu3GhUeyK9H56/v7/J64uOjhZVA1lUxxZ52uV/hcP++c9/sueNj5FM1DgOmzFjhpHnBJFQddxcHNZQGNmEhAQKCQkxitX8//7f/2sUNwcHBxvFLiZqmMN42bhxI2vzVPjRchyXCL3RQAuO43IBfAxgMYDNHMdNA5ANYPSf1XcD+Bv0pvE1AKY01H9TYvv27cxCrlevXiz/amhoKPbu3QtAn6P1H//4B2bNmoW//e1v9fbn6elpVPb++++jX79++Pvf/w6NRmOyLRHhtddeg6urKxYsWCA49sUXX8DNzU00l6u1tTXWrFkjmqP2448/RlFREb777juTO/mEhAS89tpr8Pf3x4kTJ/DZZ58Z1QkICMAPP/xgtFu2tbXFzz//LJrBA9C/rf7tb3/jiQqAPgG0BRY8zXgSHHbo0CEsWbIE//znP9GuXbuHGvexY8cwcOBALFu2rFEc1rJlSxZK0VCl2rFjR9ZHbm5ugxwmhnbt2mH37t3Yu3cv/vOf/xhx2IgRIxAUFIQZM2agQ4cOmDt3rpEBkzmQSqX44YcfcPfuXVEOy8nJYVxnuKOuj8Pee+89XL58GQCwePFilue2d+/eD/1/ZC7MsTo2pcDuI1KXAMxq7CBqamqQm5trtlVt69atUVxcDIlEgtzcXBQXFyMkJAS1tbXMMdtQFeDq6or+/fsDAO7cuYPIyEj07t2blTUGjo6OcHV1BcdxaNmypWAxtrW1ZdaCRMTihfKws7NDeHg4iAilpaWCBYuHRCJBz549UVpaigsXLqBjx45MBXzx4kVRtQugvzG7dOmC2NhY9O3bF9euXcONGzdEHdWtra2RnJwsSBPl4+MDX19f9O7dW1C3oqICGRkZAPRzWlxcDCKCUqnEtWvXHmoOLbDgceJJcJhSqcT9+/eRmpqKyspKAPpFio9F3Lp1a9y7dw+XL1+GTCaDVCpFSEgIPD09BXF6i4uLkZqaiurqarRo0QJBQUFo166dWRwWGxsr+O3s7Iz+/fvjzp07qK6ubpDDxODk5IT+/fvj5MmTohzWqlUr+Pr6Ijo6Gj4+PmjRogUyMjLg6OjIvCwUCgUuXLiANm3aoEWLFgD07o78dd+/fx/37t2Dq6srs5Tu0KEDi/N8+/ZtlJeXY//+/ejatStLBs/DwcEBgYGBzNqZ5zBra2vY2dmhY8eOAIC8vDzGYabiUzcZmnO7bK4AoHfffddIDWAKhhZk8+bNIzc3NyosLBQcq8/S7VGseceMGcOs3L755pt6revqK7t9+3a9IRgTExNJKpXSuXPnWJkptUvdvlUqFT3zzDM0cuRIUUs+PuExx3FMPvzwQ9E+d+7cyeo8++yzpNFoSKfT0a1bt8jGxsZidWwRi5A4h6nVaoqMjGTPz549e9gxnU5HmZmZ5ODgQBzHmeQwrVZL3bp1Y33wVsePi8NMoSEO0+l0tHHjRjbuPn36ENF/A1ZwHEcrV640aqPT6Wj58uWsDj/Oo0ePsuOGsZoNOcxQXnnlFdYvz2EAKDIy8olw2FMRgrF169YYO3Ys1Go13n77bdy/fx8AsHDhQlHLOY7jUFxcjHfeeQdnzpwRWLDxzsiGuHHjBhYsWIA5c+YgIiJCtA6PgwcPYu3atVi0aJHoDvvVV1/F0KFDAUDQ1/bt27Ft2zZ89dVX7C1N7Dx8maenJ9auXYvQ0FA8ePAAc+bMQVVVFaytrfHVV1+he/fu+Pnnn9G2bVvW9p133kF1dbVJtTHft5WVFb744gu4uLiIjsHf3x/r1q0TzFtISAiUSiXmzJmDLl264JVXXmHHSE8kICJIJBJwHAdvb2/89NNP6NKlS6Md4S2w4P8aWrduDUdHR4wbN46VERHu3LkjeH54cBwHjuOg0+lARKIcdubMGXz77beYOHEi+vbtiwULFrA+HheHmQLHcQ1yWExMDOMGPgPQO++8w+bIMEuP4TX1798fGzduFBzr2LEjO/7WW29h1KhRAPTBhM6dO4evv/4adnZ2jMMOHjyICRMmYNGiRQD+O/cSiYRxWH1z2NR4KhZaNzc3hIWFoba2Fjt27EBWVhYkEgnmzJkjWGiVSiXu3r0LLy8vVFdXY/PmzbC1tUXbtm0FKtrs7GzY2NiwgBNFRUVITEzEmDFjGkwBV1xcjOTkZJPfKeuqY3gUFBTg4sWLUKlUZl2zg4MDRo/WfxYqLS1FUlISSkpKIJPJMGnSJHTq1AkvvvgiAKC2tha5ubkIDw8XpMnSaDTIzs6GTqeDRCJBYGAgpFIpOI6rNz60k5MTxowZY1T+4MEDbN++HUVFRYiLiwMA3Lt3D4BetWMYtIIff3Fxsei3Zgss+CvBzc0NNjY2SExMNFknLy+PWfYapp4TQ3Z2Ns6ePYvExETMnj0bSqXSyNbDFJ4mDhs7dixycnKgUChw69YthIeHo1evXgD0vCxm6ezi4iLqcqNQKJCTkwMvLy8WRCg9PR3V1dUYM2YMHBwc8ODBA3z44Ye4c+cOsrKy8OKLLzIOqwtra2sEBQVBrVY3P4c153bZXOEt9mpqalicUIlEQsnJyQLVwqVLl8jW1pbWrVtHWVlZZGdnRwsWLBCkZlIqlRQSEiKw2uUt9gyzzpiCVqslpVLZaNWMRqMRTXFlDkpKSsjd3V3gbD5x4kR2/PDhwySTyWjXrl2Cdjk5OeTq6koymYw8PDyooKDgoc7Pg7fYk0gkJJPJSCaTsXime/fuFbXye+edd5o9TqhFLPK0S0REBH355Zf1WrpaWVmx58qQwwCQi4sLUx3zHMY/e6dPn/6f5TCdTkc9evRg123IYTNmzGDlhmIqXvvx48fJxsaGZDIZhYaGkkqlIo1GI+ClulbH1tbWbB4h4jnBZ+9pbg57Kna0PGQyGebPn4+KigpIJBIjvzQivRGOTqeDm5sbli5diqioKMhkMkE93i+WR7t27bB8+fJ6Q6PxkEgkRv2ZA6lUarbPa13Y29vjiy++QG1tLSszDM8YFBSEr7/+GseOHcPly5fx3nvvQSKRgIigUqmYEOnVI1qtFosWLUJBQYHo+by9vTFv3jyj8crlcnz22WeoqqoCEWHx4sVwc3PDjBkz0KlTJ5YlZO3atcjOzsYHH3wAjUbDzmuBBX9lPP/881i2bBk+++wzlJSUsPLg4GDMmjULP/zwAwtAY8hharUacrkcjo6OOHLkCDZt2oTc3FyEhoZiypQpaN26NbRabZNyWFFRET7//HOTVsfdunXDhAkTzL52UxzGcRzeeOMNHDt2DMuXL8f333/POGzMmDHw9/fHggULBLvow4cPiwb/uHfvHtt55uTk4PXXX4dEIoGTkxM++ugjyOVyxmH79u1DYmIi1Go1QkJCmHeEQqHAa6+9Juj3xIkTzc9hzbmKmyvm+qClpqaSr68v/fLLLybrKJVKat++vcAHTalUUn5+vlHIMXNRUlJC+fn5DyWlpaUPdU4x1DWGysvLozZt2pC3tzcFBQWxfLQqlYqCg4MFb9PW1tbk7e1N3t7eFBsbazLxPQ+NRkMhISGUkJDAylQqFeXn59OwYcOoVatWlJWVRTNmzGh2HzSLWORpF57DamtrKTo6mj1rVlZW1Lt3b8rPz6cXXniBlZviMFN+tI+KuhzGZ8KBid33mDFjjLjsYXe7RPrdqLe3N9nY2JjkMF74sLimxMXFRVA/NDSUKisrBedbuXIlq2/IYWfPnjUZspGa8f54qna0DeGZZ55BWlpaowNAnzt3DoMGDUJiYmKDvrNimDBhAk6cONHodgDQr18//Prrrw/VtiH4+PggJSUFgN6QQCwMGY+IiAjs27ePGQEYuvaYiytXruC5555DTU0NtFotOnfubPk+a4EFBpDL5Th48CCI9AZOcXFxOHHiBNq3b4/169djzZo1rN7jRF0O0+l0UKvVJutv3boVu3fvFpRt374d8fHxD3X+7t27Iz09HaNHjxZEnjPkMB7/+c9/MGfOHJN9LV++nBlzAXruM7RdeRrxVCy09+7dw/79+9GvXz+jY7dv38ZPP/2ECRMmoF27dqLJyRtCy5YtMWfOHIEFrzm4efMmNm7ciOvXrz90iK7Lly/j448/BqBPizV9+vQms3bjOE50PqRSKV577TWBD21AQECDvmJqtRrffvst2rVrx2KxpqWl4eOPP8bkyZOh1WqZWhnQ+9X2798fqampTXI9FljwvwpDDuNJX6fTQSqVsudm06ZNyM/Px4wZM8BxHCoqKrB8+XLExcWZNFB6VDwsh6nVaqOFePXq1UhPT38oDpNKpXB0dISVlRWKiorwySefYPjw4QgPDzfisF69euHTTz8FoA+3u2nTJkyZMgWBgYEA9CEdTa0DPIcdPXqUlfEcBugN0nj+4vFYOKw5t8vmCmA688XBgwfJycnJKHG6KYipjsVQW1tLVVVVJo9XVVVRYmKikXrB1tZWNFuGTCYjR0dHk2oJABQWFkZlZWVUUVFR77lNISEhgTp16kSlpaUP3Ud94A0Jpk2bRhqNhrp168aMNXbu3ElHjx4lZ2dncnJyYnNg8aO1iEX0HDZ79myqrKxkxjZarZZ69+5NTk5O5OTkRFZWVhQaGkplZWWkUqmYMdSiRYuIxw8//EBOTk4kkUgemsNUKhVVVFRQRUWFKIc9ijQFh/F9LV++3KiPyspKNnatVkvbt28nJycnOnXqlKCeVqtl9QzVxjyHWVtbs3nnOQzQZ/Thyx8nhz3xG5So/oVWqVRSQUGB2d8HzF1o3377berSpYvozaJWq6lXr17k4uJidKOtWLGCTp48afR9Y/bs2ZSZmVlvnE0rKyvy8vIiLy8vioyMpNraWrOuiUdCQoKgj7CwMLPjPZsDw4WWiKi4uJjWr19PAMjV1ZX69OlD+fn5VFBQQGfOnCGZTGZZaC1iEdJzmJ2dHbVq1Yqys7OJR0lJCRUUFFBBQQHFx8ez5zcxMVF0oa2urqa7d+9S27ZtH5rDfvrpJ8YRYhz2KNIUHMb35eTkJOCwyspKCgkJIS8vL/L396f09HRSKBRUUFBg5PGQnp5O/v7+5OXlRSEhIWyx5Tls7NixbN55DuNfFJ4Ehz0VqmNPT0/Y2tpi+fLlAPRWen379gWgt0Tmfc7u37+PTZs2oU+fPiyM1sMiMjIScrmcWdLyuHr1Kg4ePIj09HSUl5cDAIYPH84cvyMjI2Fvb2+kOrlx4waSkpJQXV0tGH9WVhZ27twJQO/3WlhYyP7+/vvvER8fj65du5o9bsM+ZDIZc3RXqVT4+eefUV1dDalUirFjx8LV1ZW1y8/PR1JSEk8KRoiOjkbXrl0xZcoUNrfu7u4sCXNZWRmqqqrg5eUFjuPw4MEDcByH48ePo6ioSLRPCyz4q8DT0xPt2rXDuXPnsHr1avTo0QN9+/aFm5sbqzN69Gh4eXlh06ZNAh/XU6dOYcWKFZg4cSLs7OxgZWVllgdDXQ5Tq9VYv3499u/fzziiqSHGYXzi9IkTJzbq23NlZSVKSkoYh+l0OhQXF6OwsBDW1tbQarWwsbGBl5cXkpKSBP6whYWFyM/Ph1arRU1NDX788UfI5XIQEUaNGoWoqCi2bhgmkufXk8fOYc25ipsr4eHh9OWXXzI/qsmTJ4u+DaWkpDA/WlMQ86OtD0qlklnAKZVKFv7LUP744w9SKpVMUlNTSSaTmXzrmzRpEqu7ffv2et8QFy1axOqaCq3IY/jw4WwnbWVlRW3atKHS0lLSaDRUUVFBAQEBJJPJyMHBga5cucL61el0Ah+0ugKA5s2bJ6o12LVrF6vXo0cPpha7ffs2OTk5kUwms/jRWuQvL/VxmE6nY8+hIYdlZ2eTq6srSaVSUT/axnJYVVUV+fr6NukO1lxxdXWlvLy8ZuEwhUJBcXFxbG4lEonJcdjb29Pt27cFXhVPA4c98RuUiGBjY0Nz586lW7du0a1bt0wGXlAqlZSRkWFkyl0X2dnZlJ+fX28dIqLCwkLq0qULffvtt1RVVUUxMTHk4eFh9J/n5+dHQUFBTAICAuq96RwdHVldHx+feuu6u7uzup9//nm947137x7t3LmTJBIJLVy4kE6dOkUhISG0fPly0mq1lJmZSbdu3aIbN25QfHw86/f8+fNUW1vL5tdQTp06RQ4ODuTq6kqhoaFG81ZdXc3q5uTksHKVSkUZGRl069YtCgkJIbH/V4tY5K8i9XHY8ePHKSgoiI4ePSrgMLVaTbdv36YZM2YIFlqih+ewJ7XQSiQSCgwMbDYO27ZtG5vbfv36mRwHx3EUGBhI8+bNY+d8GjjsqVAdK5VKaLVaBAUF1VtPJpOZZTlsTgJmQK/6uH37Ng4fPgw7Oztcv36dqYsNkZfXuNz1VVVVZlv4lZSUMOf248ePo3Xr1khISBA1V/fx8UGXLl0wfvx4xMTEwN/fH5mZmSgvL2chGAF9wIrIyEio1WqcOHECCoUCcrlcdH4dHBwglUpRVlYGlUrF5uTcuXMYOHAgXFxcWLuSkhIWg9TBwQEJCQlISUlBdXV1o+bHAgv+r0GpVCI1NRUXLlzAoEGDBM9vTU0NMjIyUF1dzTjszJkzKCwsREJCAuLj46HT6QRq14flsJqamia/NnOg0+mQlZX1SBym1Wpx8eJFtGzZEuHh4QIOc3d3Zzw0cOBAlqwe0Aeh+P3336FWq0FEyMrKwunTpxlX+fn5saxkT4zDmnMVN1cA08ZQYmhMlon6kJeXJ2pBjD/fjCQSiZGYqlOftXFjxMbGhtLT0826vrt375K9vT0tWLBA9Pivv/5KAOj48eMm+8jPzydnZ2emdsnJyaGVK1eSVCqllJQUwTgMnb3btm1LCoWC5syZQ/rb6MnfRxaxyJMS/vm1t7enzMxM4qHT6Wjv3r0kkUgE2XsmT55MAQEBVFVVRVqtlrRaLT0MzOWwhnjnaeCw8vJy8vb2ppkzZ7LjjeUw/roNr8VUwIrHyWHiaWCecsyfPx+DBw82GTT7USGVSrFp0yacP3/eSHgjJwCYM2cOK//H/2fvusOiOtb3e3aXsksTBKRFEBUUEBGJmoBiRc01olGxJEaNPZZ7vdFrvOrPKDcmN1FTLDFGo8YWFWPsXYmogCFYsAsCgpXe2fr9/tjsZA+7C0uzXPd9nu+RnZkzZ87xnHfOfPOVDz9skHPLZDIMHjwY8+fPb5D+6gqlUokRI0Zg1qxZ1bb7xz/+UW/DNBNM+F/A6NGjce7cObi5uQFQL2Lef/99bNu2Db///jvefPNNXvvHjx+ja9eueP3119GzZ0/k5+c32Fiqclh1yVQcHBxw+vTp/wkOE4vFOHToEBYsWGD0Mc+Cw14I1bGtrS18fX1r1d7R0REcx+HOnTtIS0sDAHh5edV4w0pLS3Hu3Dn4+/szy75WrVqhRYsWOHv2LKRSKTiOQ9u2bREQEKBzvLYlr0bFAQDHjh0zevzVgYhw/fp1ODo64ujRo3jjjTdgZ2ent61YLEZERIRBdXqzZs2Y+leDS5cuobS0FGFhYeA4DhYWFujTpw/KyspYrFANbt26xVM3N2nSBP369QOgjpcsEAjg4eHBEtObYMKrCltbW4SHhyMoKIhX7uDgABsbG8YTGgQGBjLr3du3b+P27ds4duwYgoKCdDgsISEBHMextHIaDiMi5OXl8eK6a1CVw3r16sUSvF+6dIkXB12lUuHp06coLS2t511Qo64cZmZmhh49eujlXUDt+ZCQkABArfbVcJgGLVu2RGBgIF5//XWDGXu0UV5ejmPHjiEwMLDxOawxl8vGirGxjvXh448/ZiqCmTNn1tg+JSWFRCIRrV27lqldPvnkE54hgUgkopSUFL3HR0VFsfN98803rHzp0qUNbmDAcRwlJibW+d7ow+DBg6lNmzZ6M/FoYChOqCGY/GhN8qpLY3JYly5dKDw8nP3WcFh13GEshzW21JfDtFXHcXFxrF9tDtOojhcsWMCOq02s41fGj7Y+mDBhAlPnaudL1WDGjBkwMzPDihUrAKhXvcePH8ehQ4cQFRXFyzZhDBYuXMgyQWhn2Bk1ahQvkbFKpcLUqVORmppa62vSgIgwbdo0hIeHY9myZXXup7Z46623cOrUKQBAamoqevbsCUDt37x69WpwHIeHDx/igw8+wIQJE57ZuEww4X8RNXFYQ0Obwwzh6NGj+PLLL+t9rvpyWLdu3XDq1Cm0a9euVmESDXGYu7s7Tp48CQCMw9asWdNofscavPQTbcuWLau1RNYkQI6Pj0ebNm1gb2+PHj16YOfOnTh//ny1fRcUFOD27ds65Q4ODmjfvj0yMzOZKsPd3Z39ZwLqiTY0NBQikQi3bt2q49Wpx09ESEhIQJs2bXhqYA2ysrLw+PFjBAUF6QTgqApfX19YWFgwlYtcLsfly5fh4uLCXnJXV1e4uroCUKtXzpw5AwA8y7yKigrExsbC19fXZHVsggm1RFpaGoqLi9G+ffsaOQwAioqKGIdZWVmhS5cuuHPnDgu04OHhATc3N1y6dIlZ3169etWgOlibwzRqZHd3d8YB5eXliIuLAwAUFhY+Uw7Lz89HRkYGAgMD4eTkxHjVxsYGXbp0AaBeMFUNGvTgwQPGx87Ozuw4bQ7r1KkTevToAY7jkJaWBoFAUK/FkNFozOWysVIftUtN6NKlC1MR7Nu3j5Vr0rsBMKg6NhRswtfXl6RSKf39739nZdp+W9o4fPhwg6lhDhw4oPccCxcupCZNmhjld1cVjx49oiZNmtDChQv11h84cICdXztpcmpqKllYWLA6egGeI5OY5HlJbTls3Lhx5OnpaVQIVUMcNmnSJFa+aNEiKi4uNtqP9kXmsDVr1pC5uTndvHnTqHtZ1eoYAE2YMIHVvwgcVqPVMcdxP3Ic95TjuGtaZV9yHHeL47irHMft5TiuiVbdPI7jUjmOu81xXN+a+q8LVq1ahalTp/KSBRvCZ599xjJBEJHBdpaWlvjhhx8QExODXbt2oXnz5qz94sWLERMTw+Tbb7+FSCTCuHHjWJlYLMaoUaN4GXMAIDg4GDExMUYlbK4rNP+Z9T1eKpVi8uTJ+O677xpwdCaY8HzxrDhs//79GDVqVLXh/NLT0xEVFYXTp08bPX5tDvvss88wdOhQDB06FMePH9e+RojFYsZhGpk7dy4ANYctXboUADBr1qxacdizgDaHaf+dkJCAoUOH4ubNm7h58yaGDh2KxMREvX0MHToUW7ZsgYODg0E+vHv3LoYMGYKhQ4di2rRp1aYKbEgYozreBGAVgJ+0yk4AmEdECo7j/gtgHoC5HMf5ARgBwB+AG4CTHMf5EJGuWVwV5OfnIycnB97e3gbVn1KpFOnp6Th9+jSSk5OxfPlymJubV9tv9+7dYWVlhR07dsDGxgYymQz37t1DQUEBr51AIICPj554yZMAACAASURBVA+sra3h4uLCqwsPD0enTp2QmZkJd3d3lqLJxcUFEokELVu2RF5eHn755Redyb9Zs2YYMmQIDh06xKuTy+W4d+9erSbI7OxspKeno0WLFrxyJycntG7dmpdj9t69ezA3N2cxmisqKnTGDwAikQitW7eGk5MTVCoV7ty5w6wTAbW6pk2bNgDAAmIA6uAhbdq0gVQqRUZGhtHXYIIJzwGb0MgcVllZibi4OPzyyy/44IMP4Ofnx9x8NMjKysKlS5ewZ88eqFQqeHp6GjV4bQ67du0aU49WhT4O03BCeHg4LCwsAKj3gVu1agWO44ziMGtra8YBlZWVyMjIgJubG8RicaNxGBEhNTUVOTk5uH79OsrLy1FRUYE9e/YgPDwcTk5O8Pb2xpMnT3D37l0olUq0adMGQ4YMwYYNG9jWF8DnsMrKSuzduxcAYGZmhtatW4PjuMbnMGOWvQC8AFwzUDcYwLY//54H9cOrqTsG4I2a+u/YsSMtX76cbGxseM7eVXHp0iWysLAgjuOMVrsQqZ3G5XI5qVQqun79OllaWvIszzSq4+bNm/OcpX/99VcCQLGxsZSQkEBmZma0e/duVj9r1ixyc3OjgoICUiqVvPiaVaFQKEgulzO5c+cOWVpa1krtIhQKKSgoSCeeaNVzy2QyCggI4GX/iIuLIzMzM9q7d6/O2ORyOXOY1/5b+97J5XKd82rKg4ODiV4A9Z1JTGJIGpvDALDAECKRiMaMGUNVMWDAABIKhex9rguHvf3223q5wRgOi4+PZzzi5+dHUqnUKA7T5oCEhAQSCAS0adOmRuOw1atXs7bDhg1j3K2xOhYKhRQQEEAymYymT5/OLLA1VsfVcdiFCxcY93t7e1NJSckz4bCGMIb6AMDOP/92B6D9uZX9Z1mN6N27N+zt7XmhtaqCiNhGf15eHqZPn85bxQHqL7hFixaxzA2AWq2iaadSqaBQKEBEsLOzQ3R0NEJDQ2FhYYFPP/2Ut2oLCgrCunXr4OPjA6FQiNWrVyMpKYmpbJo3b47//ve/kEgkOHbsGA4dOoQlS5Yw1cWnn34KW1tbzJw5Uycbh4uLC9asWYOff/6ZpwKqDkqlEvfv38eUKVMwZswYlixaIBBAIFDvAsTGxmLHjh2YNGkSzx+vVatWWL16NeLj43H48GEAakvp4OBgLFy4EBUVFbCwsEB0dDTPWEH73lWFpryhEtmbYMJzQr05zNPTkxegoXXr1jptlEolz+fVEIdpEBISgkmTJgH46z2cPn06OnbsiCVLlrCsN4Babf348WPMnTsXhYWF7LgmTZrwOGzdunVYt24d7t69iylTpsDb21svh926dQubNm3ijWfWrFlo2bIlvv/+e9y6dQtHjx6tterVGA4D1AE3/u///g9vvvmmzv1RKpXIzs7G1KlTER8fD4VCAQA4ePAgCgsLER0djWvXruGnn9QKjMDAQEyfPp31qwHHcTAzM4NIJGp8DjNmNoaBr0EA8wHsBcD9+XsVgPe06jcAGGqgz0kAkgAkNW/e3IhvOqLk5GQSCARkb29PHh4eesXLy4vS0tL0Hp+bm0unTp1iX5Vubm61Tl48ZcoUdq4NGzaw8qVLl5JEIqGMjAwqKyujzMxM8vf3px49elBWVhZVVlaytvn5+cxwac6cOXUyKli/fr3e8a1evZrMzMwMGhJMnDiRjf+bb76hy5cvk6+vL9na2rIQjGVlZZSVlUVZWVmUm5vLjpXJZKxc2/DK5EdrkhddXgQOGz16NDk7OxMAgxymMepp1qwZTZkyRaePqhwmEAjIzc2Nvb9JSUm0cuVK1t+4ceN0+tD2o128eDF7p+fOnUtisZgSEhJo+fLlOpxz/Phx1sd7771Xb8Oo2nJYYmIieXh4VLuK1g4jqynT+NHm5OTQgQMHdEIwEjU+h9X5IQUwFkA8AIlWWZ1Vx8ZAM9GuXbuWysrKDIqhGJtRUVEkFovZf0BdJtrKykp2Hm01i/ZEu2XLFpJIJCQQCEgoFJKVlRWdOnWKtR0/fjz5+flRRUXFM59otcc/ffp08vLyokePHtHChQvZQ7pp0yaSSCQkkUhoyJAh7NikpCSytrYmiURCAQEBz+whNYlJ6isvAodVVlbS+fPnq+UwTaq9y5cv8z7ONajKYa6urvT48WOaN28eASCxWExTp05l/RnqQ3O8ubk5e9c16evEYrHeNKDPe6JVKpVUVlZGAwcOrNNE279/f94k/Swn2jqpjjmO6wfgXwDCiUg7XcR+ANs5jlsBtSFBawAX63KO6mBhYWF0yKy1a9dCJBJhwoQJkEqlLEDFoEGD0LNnT5ibm+PUqVPMublTp04YNGhQtefWRmlpKb766isolUosXrwY9vb2CAwM1Im16e3tzf6OjIxEx44dIRKJ0K9fP1hYWGDFihUNknmjS5cuiI6OhpOTU43jHzBgAFq3bg17e3tERETA1tYWdnZ2CAoKYuPXhGDcsGED4uLimF9ebQN9mGDCi4TnwWEWFhYQi8Xsb30cZmFhAaVSie+++w7du3fHiBEjauQwe3t79l5XVFRApVLp9L1+/Xrcu3cPABAQEMBCRR48eBAXLlwAoDaY6tGjB77++msUFhaC4zhMmzaNGXXFxcUxf9TWrVszK+bDhw/j3Llztb4fe/bsQW5uLmbNmsUzajXEYQKBABKJBGPGjGH+tPv27TNohazBrVu38O9//xs3btxotPj4NaKmmRjADgCPAMih3q8YDyAVQBaAy3/KWq328wGkAbgNoL8xs72xK9qrV6+So6Mjbdu2zaj2REQRERHsiyYyMpJ9zaxdu5a1+fzzz8ne3p7s7e1p1qxZOn0UFxcbzIGbk5NDXl5etGTJEqPHVBUFBQXUsmVL3pdqTWLoa1CDoqKiWq/Wq0NkZCS7R/b29hQcHExSqZTKy8spKCiI6AVYtZjEJPrkeXCYVCplCc21UROHrV27lr1jGrWvsRzWpEkT4jiOJk+ezMplMhnl5+dTaGgoO27nzp2s/uOPPyY7OzviOI7mzZtHZWVl5OnpydTSycnJrG2fPn1YH1u2bGHl//d//8fObSx/aeS1114zyFNFRUWUn59P+fn5Bg1NZ8+ezeMlDw8PevDgAf3000+8co3Y2NjorGifBYc995eA9DykhqBQKCgnJ0evOsQQCgoKqLCwkIgMP6RlZWWUk5NDOTk5ev/TIyMjqX///nr7V6lUlJuba7T1YHV9LFmypEEmWplMRm+++abe/Zm6orCwkN2jnJwcys/PJyK1o7lIJCJ6AZ4jk5jkeUlVDtu9ezc5OzvT5cuXeeU1cVhFRQV7xzQf98ZyWHp6Orm4uPAm2iNHjpCjoyNTC1edaEtKSujGjRtkZ2dX54m2pKSE7ty5Qw4ODg020Wo4zNHRkZycnCghIUHv/SopKeHxUm5uLimVSt591JZjx47p7NE+Cw57qUIwCoVCODo61uoYbQvayMhIpgpt3749K5dIJDxVi0qlwpYtW9CkSRNERkaib9++zLKtKjiOY5bSCoUCGzduRPPmzdG3L9/PPSYmBpmZmQDUcTjd3d2xceNGXr9JSUl6z/Haa68hKiqKV/bw4UMsX74cABAaGspUKYBaxRIZGYni4mIsX74cw4cPZ/60dYWh7BulpaUG740JJryqqKysRG5urs67UROHVc2gBag5LDs7G+vXrzcYLlAikcDV1RVTp06Fv78/47DffvuNBaBwdXXFqFGjeJnSrK2t8dprr2HGjBk6afxqQnFxMeOw8vLyOqlli4uLsXLlSvTo0UMvh507dw4HDhwwaN1sbW3NSzAvl8uxfv16eHl5ISIiQqd927Zt8dFHH4GIIBQKsXLlSvz222+Nz2GNOYsbK/UJwSiXy6m8vJzKy8v1ZqTRqAbKy8t5vlUymYwqKip02isUCiouLqagoCAaNmxYrcZSXl5Ovr6+NGnSJJ26Pn36EMdxJBaLafv27XTv3j2eqtjS0pLEYrGOjy8ACg8PZ9egkbFjx7J6Q4nf9+7dS2KxmM6fP2/0NVRUVLBzVJe4WaVSUUVFBc2aNYs4jiN6AZ4jk5jkeUlVDtuyZQsJBAJKSkoiQ9C8Q1Xf7YqKClKpVKRQKFjZsWPH2Puu4ZHvvvuO1WurVrU5TCwWM+nevbvOuauqtjUrWo0Rp/aKvOqKVh+Haa+cayMaDquoqODxeE0cJpPJePegpKSEPDw8aOzYsTr3tby8nGkSZDIZpaSkkIWFBZmZmTU6h72Uid+1sWLFCvj5+cHPzw+fffaZTv3IkSNZvcbgCQAWLVqE8PBwnaDbO3fuRIcOHfDVV19h1apVtRqLpaUlTp48yYwEqsLf3x/Xrl3D22+/zSu3s7PDhQsXcOPGDVy5ckUng0diYiK7Bo3ExMTUOJ6IiAjcuHGj2qTP2igvL0ePHj3g5+eHdu3a4c6dOwbbZmVloX379nB1dTWYP9IEE0wwjAcPHqBDhw4673a7du2QkZGBI0eOsLIxY8aw41q2bImUlBTcuHGD1a9evZrVa3PYjRs3mOzYsYO1ycjIQLt27bBlyxa9Yxs8eDCuX79udEJ0DYdpQj7WBSUlJejatSuWLFnCymrisCVLlrB78O2337LymJgYnfvq5+eH4cOHg4gwe/Zs9OvXD1KpFHPnzm10DnupVMfaKC0txa+//orY2FgWPisuLo7nZE2kzmBRWVmJfv364cqVKygrK0NkZCR8fX1RWVmp4wxdUlKCzMxMODo68kIRGgOO4wyqaCMiIlBeXo4WLVqA4zhUVlZi9OjRkMlksLa2RuvWrWFtbQ2pVKoTglIT9qwqrKysMHjwYJ4aXBsSiYQXgKM6XLlyBfHx8bh9+zaaNm2K8PBwWFlZITs7m6WVcnR0xIABAwCoVTSZmZkQiUQ1hsE0wYRXDS1btsSYMWNw4cIFlt6td+/ejB/OnTuHhIQE3Lt3TyfkoUgkws6dO3H//n297315eTliY2ORkpKCJ0+eYMiQIbz3XJvDtMtzcnIYPz5+/BgZGRm8YDmBgYEICAjAsGHD0LZtW50QkREREXB3d2fXZ2Njo8NhXbt2xfvvv4+9e/eipKSkxvukzWEikQihoaG89KOGOKyoqAj79u3D+fPn2T2KjY2FRCJBWVkZSktLDWYu2rRpExITE/HgwQMA6kxGjc5hjblcNlZqozpWKBSkUqkoMzOTbGxsSCgUstBnGhEIBKxMIBBQjx49iEhtSODn50eVlZU8tahGTaNQKGjt2rVkYWFB169fZ/VKpZKndjYWSqWS9WssKisrqVWrViQUCploX4v2tVZnsacPmrFoRHMPlEolLV68mJ1j4sSJ7BhDmS/S0tJIIpHQV199ZfKjNckrLx07dtThFJlMRh07dmTvz4EDB9i7N27cOL3veHWiHb4Rf6qQPTw8qKSkxCgO006crulPW+bPn88bf1W+qCqGOLGyspJatmxZb6vj6saRkpJSrZqa4ziD97ZquSnxexXcunULI0aMwOLFi/HWW2/hwoULICIUFRUhMjIS+fn5MDMzw549e3D79m3MmTMHmzdv5m3yp6WlISQkBIsWLcLQoUMBqH1t16xZAwDo1asXkpKSePkhJ0yYALlcblDNog8qlQojR47EjRs3AAA//PADb7PfEMzNzXHw4EHeV25iYiImTpyIb775Bq6uroiKiuKFXzMGycnJGDduHO+4BQsWoHfv3hg4cCDS0tIgFouxf/9+FoC7Onh4eCAxMREuLi7YunVrrcZiggn/a7h+/Tq++uor/POf/wQAHDp0CPPmzUNaWhprM2PGDGa4M3nyZMyaNYvVaXOYPoSEhODHH3/EzJkzERsbC0D9/o4aNQoSicQoDjt79iz77enpiV9++YWnPdPW4O3fv18nFkBVeHh44Ndff9WJLdCQOHXqFO8+aSCTyaoN/zho0CCW8ei3337DjBkzAKh9iLdt2waO45CVlYXBgwc3zsCr4KWaaM3NzdGiRQvY2NjAzMyM6dVLS0sxYMAAFBUVQSQSoWPHjrC3t0dkZCRef/11FiyiU6dOrK979+7h+PHj6NWrF+zt7dlD6evrq6Ovd3Fx4cUo1YZMJsOpU6fg5eXF28/gOA7u7u6QSqUAwBzVNSgvL8fp06fRpk0bZgmtOU7bKvDs2bNQKBSIjIwEoFYLDRw4EMnJySAiAOoPEE2C+hYtWrCUfI8ePcLFi2pf+ydPnuhkzLC1tYVQKISnpyecnJxgaWmJDh06oKysDPv27QOg3ovVnNvR0RH79+/n9VH1ukww4VWEhYUF8vPzcfDgQfTs2RM2NjbVJnTX7MVqoM1hKpUKp0+fhp2dHUJCQhAXFwcrKyu0a9cOffr0YR4A1tbWuH//Pgs6UxOHubq6soVG27ZtkZmZyYsvLBKJWIx4zfirg7W1NQ4dOoTAwEAehwkEAvTu3RsBAQEgIpw9exaFhYWs3tbWFuHh4bhy5QrKy8tx6NAhnqW1NocVFRXh2jV1dkMHBweEhYWxuMTV7R+3atWKBegAwOOw9PR0AGr1uYZDGx3PW+WiUbs8a0yePLlOIRir4smTJ9SkSRODSZMNQWOx98UXXxhso1KpqFOnTkz1PWDAAAoICCCFQkHjx49napcFCxYwtYh25o6YmBhWHhYWZvTY9IUvI1LHGq1qEf0s1C4mMcmLLh07dqQvv/ySxGIx3bt3j+oDqVRKPj4+FBUVRSqVirp06ULh4eE67WrLYfHx8cRxHO3cuZNu376tE2axMTlM+zzaHAY9at+G4LAffvjBaA5bvny5SXVcE77//vsaVZcdOnTgWaQBwOzZs/HBBx/Ue0Vmb2+PI0eO8PIfNgROnjyJxYsX48aNG3j99df1tnny5An69u2LrKwsvfXdu3dHXFwcAPVXZF1w4cIFdO3aFd988w2v3M3NDVu2bMGJEyfYatoEE15ljBgxAm+++aZOHloN5syZg7y8PKxfv563kqzKYUSErKws5Ofno1u3brh+/TqCg4N1+jPEYfv378dXX32FjRs38gyJ/P39cfbsWbRp0wZWVlbMC6OgoACjRo2qz6Uz7Nq1CytXruSVabbPNLh37x66d++Ou3fvGt3vypUr0a1btxrbVVZWYtSoUcwADfiLwwC1RpCIv4pduXJloye7f+kn2oyMjBrjbJaWliIuLg7+/v5wcHAAAJ6qQxuPHz9GamoqgoODjYqnbGZmZtTea22Rk5NT7XX5+PggMDAQCQkJBvdrmzZtytJQ1QbNmjVDWFgYkpOTkZ+fj3PnzqGwsBCurq4IDQ0FALi7u6Nr1646L5EJJryq8PDw0Ot1UFhYiGvXrqGgoEDvcYY4rKKigpUXFRUhLi4OHMdBIpEgODgYrVq1gkwmw8WLF3lbW3FxcTh37pyO1a2NjQ2PDzR/FxQUoGvXrnqtey9duoSysjIA6v1N7QBA+vDgwYMa+bi8vNzo2MiOjo4ICwtDt27dmDq5ttBwGKBWd+vjxMaeaJ+7yoWofqrjjz/+2Gin6H379tXY3/fff08ikYhSUlLqPCZjUJPaZfv27Wzc+lTHRET3798nKysrg2qX+kChUFBAQADrVzv7UFWYVMcmedWlOg7TBJs4fPiw3vracBgA8vf3ZwEqHjx4wIvfq5GG4DClUklBQUGszxMnTvDq9XHYihUr6hSwoqE5TFt1rC3anhPaMKmOa8D777+PwMBATJ06lRlDrVy5Eunp6fjiiy/wxRdfQKFQ4N///jeIat74NqZNQ6BZs2aIiYnhGT4ZQkpKCgYOHIjff/8d5eXlGDRoEGbOnMmsg999910MGDAAU6dOrfN4du7ciT179uC7775D06ZNIRAIsGrVKhQXFwOAwa/JDRs2GAwLZ4IJJqi3rvbv328w6EJtOGz+/Pno3bs3S2DetGlT7Ny5EwqFAhUVFZg6dapBy+WaEBMTg507d2LNmjVwcnKCQCDAN998g6KiIgBgGX800Mdh2mFuz549i2XLlhk83/Tp0xEcHIwPP/wQQ4YMMZrDPvvsM2RlZWHlypW8RO7aHBYREaFjuAmow1lWTfL+LDjspZ9o27ZtC1dXV2ZiLhAI0LNnT1y+fBkA0LVrV4hEImzfvt1gvF5tNG3aFAEBAY1uTSuRSPDWW28ZrG/SpAkCAgKQlpaG3NxcHDhwgNUdPHgQgwYNYhNtmzZt0L9/f50YqbVBUVER7t+/z2J+chyH8PBwvW2zsrKYFeGdO3eYZbUJJrzKyM3NxaNHjwCo319NhDcnJyedaHDaqMphGo8FjepXm8N69+6N7t27s2MtLCzQv39/AGqV7Lp163Dr1i08efKk1uO/e/cuDh8+zEvXWd2+qD4O8/b2Zl4ehgJGaBAUFMQ+GozhsPLycqSlpeHUqVN48OABVCoVb6K9e/cuDh48iEmTJqFNmzY69zw9PR2lpaW8/VtA7f6j+ZhoLLz0E60xCAkJweXLl3n/KYYwZMgQDB482Ki2jYl+/fqhT58+eOONNwwmG2hITJw4ERMmTOAZaRjCvHnz8PPPPwMAvvjiC/j7+zf28Eww4YXH5s2bWQjCd999F5s3b65TP3K5XCcntjEcJpFIcPz4caxbt475jf4vITk5Gd27d4dSqTTo619RUYG+ffti/PjxWLduHa9u0qRJLJ+uNmobk6AueGFiHR89ehSTJ082alP6xx9/xJw5c3RClwHqDDoff/wxvvvuO165sRMnx3F1mmQPHjyIKVOmIC8vr9bHVjcOYya+hjqfXC7HP//5T14YS22kp6fjgw8+wPnz56FUKqFUKnXUMCaY8KpCpVKx96Im8q6OwzR9Ve2jKi9t3rwZ//znP3lZcwQCwTN7J3NzczF58mQcPXoUpaWlmDlzJvsAB9QJ3H/88UeDYWA3btyIjz76yGiNWOvWrbF+/Xps3LgRS5cu1bkfb7/9Nr777jvY2dnhzJkzmDBhArKzs1m95v+mqgwfPtzoULV1xQsz0d6/fx9nz541KtVSXFwcdu/eDYVCgYKCAmRnZ8PNzQ0ODg5QqVTYu3cvLl68CC8vL4NRS/Ly8pCdnd1ge7L379/Hb7/9hoqKigbpTwNXV1d4eXnBy8uLp87Ozc1l48/Pz0dWVhbc3NxYyr66QC6XY/fu3Th69CgyMjKQkZGBp0+fsvri4mL2RagZk0KhMEgWJpjwKsHOzg7NmzfXiZ+uD1U57P79+waD4hhCfHw825/Vho2NDTw9PZGbm8t7fxsaJSUl2LJlC1JSUqBUKhEXF8fb62zRogXGjh0LZ2dnWFpa6nDY+fPn2T3Iz8+v8R40a9YMY8eOxdixYzF48GCdRUj79u3x3nvvwcrKCqmpqdi0aROuX7/O7oEmaIcGIpEInp6eCA4Oho2NTUPdFv1oTEsrY6Vjx44kl8tZeqiaMHbsWPL09KSysjJauHAhubi4UGZmJi1btoxZlw0ZMkQnNZ42pk+fTt7e3vUOWKFBbcZfG2in+evfvz+7PjMzM7K0tGQWhs2aNaOMjAy9qQKNhSbFlFAoZKm1Bg8ezOpVKpVO2ilTmjyTmOQvDsvPzydPT0967733qDpU5TDNu6xP4uPj9fZhKGBFXVN9Ll26lCQSCWVkZBjVvqrVcdUUd0R/BazQpPrU5jBtEYlE7B7Ux+pYw2Gafi0sLBiHSaVSOnv2LAtY4e3tTQUFBc+Ew16YPVqRSKT3S/DOnTtM1+7u7o5//OMfzDHc3Nwcffr0gbOzMxwdHdGzZ0/897//xbJlyyAUCiEWi7Fy5UqIRCIdaza5XG5w9axSqbBixQo0bdoU48aNq9f464vvv/8e5ubmmDJlCiZOnIhevXrpbWdhYQEnJyf8/vvv2LdvHz766COD2YeePn2K5cuX874e+/Tpg549e2LhwoU4efIkdu/eDUCd1Wf27NmYMmUKWrVqpWMkNnDgQNbWBBNeZYhEIlhaWuqobo3hMG1DTaVSiWXLlsHNzQ2jR4/G/v37cenSJcZhT548wfLlyxEfH693HBruk8vlBrVNOTk5WL58OQYMGMD8Snv16gUrKyvY29vz2t66dQvr168HoPYV/vvf/65XPV3VkOnSpUvYsmUL7t+/j7Zt20IsFmPixInw8/PDihUrQPSXNlGhUEAkEmHRokUQCoWYO3durTkMUG+BzZgxA0lJSdi9ezekUimPw7Q1nBzHQSwWPxsOa8xZ3FipzgftzJkz5OjoSI6OjtSjRw9SKpVUUlJCeXl5RKROVJybm8tWkjKZjLp06UKjR4+mp0+fUkhICC98mUKhoJycHJo2bRr5+flRRkYG5eTkUG5uLlv9yuVy8vf3p8jIyGq/nmpCQUEB5eTkUE5ODu9Lr7i4mJVrzq29Es7Pz6ecnBx68uQJBQUFMT/aoqIiys/PJyL1l5vm+LKyMlKpVJSXl0fffvstubq6UmJiIhUXF7M+5XI55eTkkFQqpTt37pCrqyu7r46OjrRw4ULW31dffUUAyN7entUfOHCAN2aNlJeXm/xoTfLKi4bDKioqqGPHjmxVVlBQQL/++mutOEwTgjEyMlIvh6WkpJBIJCJra+s6c1hqaiq5ubnRunXr9NZrUFBQQDt27CAAZGdnR7179yaVSkXFxcWUlJRElpaWtGjRIsYHmtV1fn4+ff/997zwiZo258+fp2bNmvFW8RKJhLy8vOjGjRu15jAHBwe2SpVIJHTlyhXGYQDI3NyccdixY8dYWy8vL8rKynomHPbcH1Ci6idajTomPz+fioqKiIho2rRpFBgYSOXl5bR48WLy8vKinJwcdkxRURFt2bKF7O3tSSgU8h7SmzdvkpOTE61evZpu3bpFHh4eZG9vT6+99ho9evSInbO+E61SqaTw8HCyt7cne3t7OnPmDKubPHkyK7e3tydvb2/20kmlUgoODmZ1QqGQTbQjRoyg0NBQUigUNHPmTNbmyy+/pKKiImrTpg3NmDGDnjx5QiEhITRmzIeSIAAAIABJREFUzBh2zvj4eLK3t6cDBw6QUqlk91QjS5YsYf1JJBISCoUUFxfH6vv3788bs0ZWr15tmmhN8sqLNocVFhZSSUkJKZVK6tGjBw0cOLBWHKaZaM3MzPRymGaiXbFiRZ05TKlUUkFBAVVWVuqt17QJDw8na2trAkC//PILm/gmT55MdnZ2BIDEYjHjg/nz5zMO0w6mIxKJWJsuXbpQTk4OjR49mhdnOTMzk3x8fGrNYTdv3iRbW1vWl52dHUkkEvY7IiKCcZh2cA+BQEBNmjR5Jhz2wqiODUEkEumoMsrKylBUVAQiQufOncFxHFNbKJVK7NixA7GxsXpDnjk4OGDSpEkICQmBm5sbJkyYAKlUCgsLC1hZWQFQW+5NnDjRKMOi8vJyfP/99wgODub5nXIch6FDh7IUfdqh2Xr16sVCQQJqs3zN+IVCIUaNGoW8vDwQETZv3ozMzEx89tlnuHTpEktrVVZWxq6vsrISRITCwkIoFAo4Ojri3XffZWqXrVu3Ii4uDgUFBZDL5RAIBDr3NCwsjGfIJRAIWFYQQO325OzsjM2bNyMyMhJ+fn4ADAeyMMGEVxV2dna4du0aDhw4gNDQUHh7e9eKwzSQy+V6OczZ2Rlz585FaGhorTgsOzubpfp0cHDAhAkTIBQKDXIYoPavd3Z2xowZM9CuXTtmNKTNYadPn0ZiYiIANR/q47BHjx6xa0lPT8fatWtx8+ZNdh6JRAI7OzsUFxfXyGE///wzHj58yNwRzczM8NFHH+lsBRIRNmzYAHNzc9jb26OyspKXjN7W1haTJk16NhzWmLO4sVLbEIzahgTa0Kx+W7VqxdtoDwsLo5KSEoMJ2GUyGVO/yuVy9rcxePr0Kbm5udGiRYtqdQ3GQKVSUbdu3XgqFn2ZL6Kjo6mwsJBcXFz0GhL06dOHJBIJSSQSo8JQGkJSUhJZW1vTrl27WJlUKqUOHToQvQDPkUlM8rykQ4cOvO2hHTt2kI2NDSUnJ5M+6OOwsrIyKisrazQOS0xMJCsrK5JIJNS+fXuSSqVE9BeHzZs3j41BKpWSUqmkN998k2cQqQ/z5s1jK8gZM2bwzq0ve48+MYbDtHnQ19eXCgoKWChKfVAoFNSpUycaMmQIERH179+f8aBEIqGAgACqrKx8JhxWcwPgRwBPAVzTU/fRnxfu+OdvDsC3AFIBXAUQbMwgGmqi3bBhA7m7u5NIJOL9J5qbm5OHhwcdO3ZMb38rVqwgX19fevz4MW3ZsoW8vLzo9u3bRo1FqVTSgwcPmEqoofHkyRP6+eef6zXRPn36lLKysigrK4sqKirqPBaZTMb2NDRYvHgxmZmZEb0AZGcSk+iTZ8FhZmZmFB0dTRqUlZVRVlaWQS+AqhxWVFREQUFB5OHh0WgcJpVKGQ88fvyYlWs4LDo6mjw8PMjDw4NmzZpFRGr+0d6W04fCwkJKSUkhe3t7sra2Jm9vb2a53FAT7dOnT2nPnj08VbS7uztt3ry52rE9fvyYcnNziYgoJyeHXX9WVhZTsz8LDjNGdbwJwCoAP2kXchz3GoAIAPe1ivsDaP2ndAbw3Z//NipkMhl27tyJY8eO4cGDB7y6QYMGsWTGmn+ronXr1ujbty8sLS3h6emJvn374siRI3qjiBhChw4deInlGwrOzs5wcnLSW2dlZYWoqCheCq0bN25g/fr1GDp0KMu0UfX4wsJCxMTEVOuzJhAIMGTIEJ6K28zMTCc7iZ+fn1GhLU0w4TliExqZw+RyOc6ePYsNGzYgKioKNjY2RmX/0kClUuHhw4cG/V5lMhmys7MN+unXlcNCQ0PRsmVLHD9+HCqVCn/7298AqH1SARi0+tWGnZ0dzMzMMHbsWMTHx+PSpUs6vr21gSEOCwwMxOTJkwGoMw7FxMTg6NGjNcYu8PT0RL9+/eDo6MjKTp06xXx+FQpF43OYMbMxAC9U+RoEEAOgPYAM/PU1+D2AkVptbgNwran/2q5ox48fT97e3lRUVMQ29d3c3EggEOj1QdOoU7RVKUqlkuRyOU+I/vIVDQwMJJFIZLQsWLCgVtdgLBQKBR0/fpy3oq2oqKBx48axxO9ExL4G8aeP7c2bNw32efPmTZJIJAavRSAQkFAopKtXrxock+aeKZVKkzGUSV54aWwOw5/GNTY2NpSenk41oTYcJhQKSSgUEgD69ddf9fan4TOi2nHYypUr6cmTJ+To6NggHPb111+TlZUVpaWlkUqlIqlUSiEhIbVa0RrLYWZmZjX2C/ATvxOptxiHDx/O6lesWPFiGkNxHBcJ4AERXaniT+UOQDsLefafZY/qch5DiI6Oxt27d9GtWzdMnz4dH3zwAWJjY7Fx40Z89tlnOu2TkpLw/vvvY/Xq1ejZsycAYMmSJdi5cydrY2Vlxb4Ao6OjsXz5cjRv3tzoMdUnIpMhEBFGjRqFhIQEVnb37l106NABjx49qnMyd29vb/zxxx8G62NiYvDJJ58YrJ87dy4OHToEAPj444/rNAYTTHieaAwOGzNmDObOnQt3d/caz18bDtu6dStkMhnGjBljsL81a9Zg06ZNteawZs2awdbWFufPn9cx2KoLRo8ejX79+uG1117DoUOHMGfOHGRkZNS734ZCSkoKRowYwQvN+CxQ64mW4zgJgH9DrXKpMziOmwRgEoBaTWiAOiyhTCbD3bt3kZubyyxkw8LCMHjwYJw4cYJljjhz5gzkcjlu3brFszhzdXXlBcMXi8XMwrlt27bIzs6GjY0N3njjjfpcpkGUl5fj+PHj8PPzg4+Pj8F23t7eUCqVeP3113H+/Hk8fvwYt27dAqC2yP71118REhLCCy1WE8zNzXWCct+6dQu3b99GREQE3njjDbzzzjuws7PD48ePcf78eV7bxMREZGVloU+fPsjKyjKY0NoEE15ENAaHicVi9OjRo8a0l4WFhTh9+jQ6duwIT09PozgsPT0dcrm82n6dnZ3Rtm1bxmF+fn5o27YtyyBUE6rjIEPQx2EODg5su6lJkybw9/eHv78/njx5Um2y9+vXr2P//v06lsPZ2dlITExE9+7deYsZa2trvPPOOzwV9c2bNxmHSSQSqFQqnDp1Co8ePcKePXsAqBcqN27cAKBeXPXp04fnwdFoMGbZCy21C4B2UBsWZPwpCqj3OFzwjFTHRESZmZlkZWVFn3/+Oa9cKpWSr6+vXhWCIbVLVcjlcgoICKh3wIrqcO/ePZJIJPTll18afcyAAQP0XteSJUuooKDAaLWLPkRHR5OVlRVlZWXxyg8cOKD3nK1ataLKykqaNWsWqR+j568eNIlJDMmLwmHJyckkFArpxx9/pIyMDIMc5uPjUy8OexaoDYedOnWKBYowRjQcFhMTQxzHUVxcXI3nWLJkCY/DFAoFBQYGGjxHy5YtnxmH1TqpABGlEJEzEXkRkRfUqpVgInoMYD+A9zk1ugAoIqIGVRtr4OLigjNnzmD06NG8cjMzM+zcuRPR0dF17lskEmHbtm344osv6jtMg3Bzc0NsbCzefffdOh0/b9487Nu3D2KxGOvWrUOfPn0aLHNQTViyZAliYmJgbm6Of/zjHwZTVplgwouI58lhvr6+uHDhAi5fvoypU6fiyJEjOhz2sqA2HBYSEoL4+HiEhobW6hw9evRAfHw8M87SICMjA2FhYdizZw/y8vLQu3dvnbR4QqEQW7durTb5/LNCjRMtx3E7AMQD8OU4LpvjuPHVND8M4B7UpvE/APiwQUZZBTdv3kRSUhI6duwINzc3KBQKnDt3Dnfv3gXHcWjfvn2dVCHaCAwMrHcfhnDjxg0kJyejY8eOtVL5tmvXjlk2y2QyVFRUgIiQnZ2NS5cuoXPnzkaNuby8HLGxsbx9Ci8vL4SFheGPP/5gqmkAcHR0RI8ePXj7N61atUL79u3BcRyaN2/OnORNMOFFxIvEYRKJBJ06dUJxcTFu3Lihl8NeFlhYWOD11183isNsbW3RuXNndOvWrVbeGQ4ODujcuTMvu05KSgpiY2ORmJiIJ0+eQCAQQCKRMNW7Noe1a9cOoaGhOhwGqHPXxsbGwtLS8tXJ3lMbVPVBKygoIGdnZ5o5cyZrs3PnzhdW7fLee++Rl5cXzx/VWFy9epVZIGqLnZ0dPXr0iFavXm20xd7q1at55ZrMF+PHj9c5pkePHuxc27dv59WZrI5N8qpLQ3LYy6I6risMcRj0qI71YfDgwaxdXTlMW15Yq+MXFfv27UN6ejrWrFmjt37JkiU4evQoVq1aVafk7g2FOXPmYMKECSyTRGlpKSZMmIBevXph4sSJ1R7r5eWFgwcPgoh45TKZDNOnT+eFNTMEDw8PHDhwAG3btmVlO3bswMaNG5Gbm6v3mM8//5yppoOCgmo8hwkmmGAcNm3ahG3btqGwsBD79u3DvXv38MknnyAlJUXHAvlF4bD6QB+HbdmyBTt27DDq+IULFzKe9Pf3R0FBASZNmoSysjIoFAodDrt48SI++eQTjBw5EnPmzNHpr23btti2bVs9rqhmvJQTrZeXFwICAiAQCPDw4UPcvXsXCoUCmZmZePToEcrLy/Uel5ycjMLCQiQnJ6NFixY8B+ZniaqxNVUqFZ4+fcqzijYEGxsb9OvXj1f26NEj3L17F7GxscjLy2PxkA3B2toaffv25ZWVlZUhLy8Pfn5+8PT01DlGW92TkZGBa9euwd/fHw8ePDB4v00wwYSacfv2bZw8eRIAkJmZiYcPH+KDDz7QG0ThReGw+kAfh124cMHo4zt06MD7nZeXh6dPn+Lu3bt49Eh3O/3p06c4cuQIZs+ejS5dujC1srm5+bPjsMZcLhsrtVW7qFQqFnxi3rx5PCdvc3Nzun37tl7VsUYEAgF9//33tTpnY0P7mmqLhQsX8u5BXayOVSoVKZVKUiqVNY5j5MiRzOr4o48+Mlkdm+SVl/qojj/++GMdjuI4rlor3ReRw+qDBQsWGK061gelUklLlixhx2urjjWeE6dOnaKLFy+SUCgkgUDwTDnspVzRajuYExFUKhUAoG/fvnjvvfewfPly5iulDyqVChs2bEBsbCwAYOjQoXjnnXcAqDNRbNq0CUuXLtUJN9iY0JdIuSqWLVuGvLw8fPrppxAI/rJj074HvXv3xvjx4+Hm5lar8+/btw+7du0CAPTs2RMTJkzQaZOWloZFixbhwoULLMm95rwmmPAqIz09HTt27MDIkSOrbZeZmYkFCxagXbt2CAsLw5QpU3jBY/r27YtRo0Zh7ty5ePz4scF+qnIYoDa0WrZsGZKTk1mi9tpg0KBBiIqK0im/cuUK/vvf/+qUN2vWDF988UWNGjRtaMYHgGXOmT17Nn7//fcaj719+zaio6MNcs7169f1lgcFBWHbtm3w9/dHZmYmVCoVmwCBZ8NhL+VEq42mTZuiVatWANSp3qKiohAdHY2HDx+iVatWyM7O1nGCBtR6+4sXLwJQW9Zq1LkXLlzA9u3bMXLkSL3HPU8cPnwYDx8+xNixY3n7M9rO1q1bt8aIESNq3bfGMTwzMxMSiUTvRFtWVobExETk5eUZjBttggmvIsrKynD//n2j2l28eBGDBg1CSEgIZs6cCbFYzOOwESNG4NNPP0VpaSlcXFyM4jBAHYDhgw8+wIULF4ze79SGnZ0dL266BklJSXr78/DwwPjx43XS+1WHw4cPs/jLAQEBEAqF+Pnnn3nxiu3s7ODq6qozgefk5LC9VDMzMzRv3hwcx0GhUOD+/fsGJ0wHBwd06tSpzpH0GgSNuVw2VuoSsEIDhUJBUqmUpFIp+9vHx4eGDh1KlZWV1Llz5xqdo4VCIZmbm5O5uTnLmmFmZsbKXhQRCATEcZxOubYFn77MF8bex7y8PHJ3d9drsUdELHZpVFTUM3X2NolJXnQJDg42mMJOG5p3SKlUUkZGBkkkEoqOjq43h2lEm8NqK9o8qC3V9VcXDtMcKxKJyNzcXKfPyZMnk1Qq1dnCiouLY218fX2ppKSEpFIpZWZm8hK/o4rq+NChQ2RhYUFnzpyhxMREppJ/lhz2Uq5ot27ditTUVMyfPx9mZma81Z0mI41AIICFhYVRKlmlUqmTyaamkGfPEzKZrMH7FAqFMDc317lf165dw7p16zBjxgyYm5tjxYoVuHz5Mqt/5513EBMT0+DjMcGElwkcxxllBcxxHMzNzbF161YkJyfjs88+Q2hoKMzNzVmbunCYBvXhBn082JjnM5ThRyAQ8O6HBi1btsTKlStBRLC3t4dEIoFAIICjoyO+/PJLSKVSyGQy/Oc//0F8fDxmzpwJQK3Wl0qlBle8z4LDXsqJNikpCefOncPcuXN56oXy8nLk5eXV+mF5GWFrawtzc3Pk5eWBiGo+wAhoHlqNiiUvLw+XL1/GypUrMWjQIFhbW7MHvWXLlgDUqi5jUmmZYIIJf0HDYZ9++inEYjEr1+awyspKPH78+IX+6H+WcHV1xfTp03XKJRIJJk2aBEDtKvn1118jPT0du3btQl5eXo0p+4KCghokoUJ1eCkn2s8//xwKhYL3gALATz/9hLlz56K0tBQdO3Z8TqN7Nvj000/Rq1cvhISENJhpukQiQVxcHEQiEZRKJQYMGICrV682SN8mmGDCXzCGwzIzM+Hr64uysrLnNMqXF8OGDcPXX3+Nrl27GjSS0mDp0qW4du1ao47npZxotTffT506haSkJEybNg0ymQzFxcUA1BZon3zyyTNPh/SsIBaLYW1tbbRa6f79+9i4cSOGDx+uNzbx2bNnce7cOUyfPh2WlpZQKpUoLS2Fh4cHRo0ahRYtWsDMzAyLFi1CTExMjcmWTTDBBMOoymGazDYJCQmMw1QqFfv7VcLvv/+O6OhoTJ06lfkJb9y40ShjMwCYMGECOnToAFtbW6P4sbKystEtj1+4iba0tBQikchoS7aTJ09i7dq1GDduHCuzsrLCvXv3sHjxYp32AoGAxeYlIpaKqq7gOA5WVlaQy+WQSqX16ssYaMZvyKReLpezwBcikYh9MT948AArVqxAcHCw3ok2ISEBK1euxNixY3nWeT4+Pli0aBH7vWjRIty+fZtn7WiCCSao9yur4wCJRKJ3H/fkyZP4/PPPYW1tbVITQ61Wv3LlCvr37w8rKyuIxWLs3LnTqKAWVlZW+OOPP+Dm5sa2EDU8KBKJIBQKYWNjw9MCWlpa8twlGwON23stUVlZiV69emH27Nl17sPMzAxHjx7F119/rbe+devWuHHjBu7cuYNz587VOyB+06ZNkZSUhH/+85/16sdY+Pj44MaNGxg2bJje+u3bt8PHxwc+Pj6YMWMGKw8JCWG5GvXhww8/xOXLl+Hi4tIo4zbBhP91bNiwgb17+uS3334zeKydnR3i4+OxYMGCZzjiFxdyuRz9+/dnHLZ9+3bcuXOnRtHHYd27d8edO3fQpUsXBAYG4vbt2xgwYACrnzdvHgICAhr1el6oFa1QKES/fv2YoU1V5ObmYteuXejZsyfc3d2xfft2/PHHH5BKpfjxxx8hl8vx4YcfwsfHBxKJBNOmTQOgXs39+uuvAIDi4mL88ssvEAgEKC4u1rtRznEcRowYgcLCQhw5cqTaMUulUuzfv7/RdfwaFBcXY+/eveA4DoWFhTpfwOXl5exrrbCwkJXn5uZiz549eOutt+Dt7c1rv23bNt6XuL+/P7p16wZAHW5x1apVGDRoEAvgERERAV9fXwiFQpw7dw5Pnz5ttOs1wYSXAU+fPkVOTg6GDBkCgB9W8bXXXsPAgQPh4uJikMNkMhmL/6vhrdTUVBw7duy5XdPzRm5uLuOw2NhYPHz4kNU5ODhgxIgRiIuLQ0pKit7jiQj5+fkAgJiYGMZhLi4uiIyMRFBQEIRCIa5cufJiJH5vbKnqR6tUKvX6UV26dInEYjFt2LCBUlNTqUmTJjwfUu3sPdqIjY2tlT+ZSCSiS5cuUUxMTJ380Yzp38zMrEH6qs5nbfjw4TwfNAsLC53sH48fPyYnJyfefRw/fjwpFAoKCAhgZadOnWLHyOVykslkREQ0Z84c4jiOnvczZBKTPE8BQHPmzCENtmzZwt6diIgIVp6cnEwCgYB++OEHunv3LkkkEt77PG3aNJJKpUREtHv3bqN8Wf8XRJ8PL8dxNGTIECIiCgsL48UQCAgIoJKSEpo8ebLR56jKYRrf5VmzZjU6h71QqmMNDhw4gHbt2ulYi/n5+SElJQVJSUl4//33ERcXpzeCUX2hUCgQGRnJU702JD7//HMcP36cZe+pK1xcXPD777/j+vXrekVbfR4SEoJr166hV69evD4cHR2RkJBQq2v917/+hb59+0Imk+Ff//oX/P3963UdJpjwqmH+/Pno3bu3jlHh1q1b0b59e6Snp6Nfv37sXd68efNzGumzwYwZM3jcdfnyZZ7mDQA6duzI6r/99lu8/vrr+Pnnn+t0Pg1v+fv7w9XVtdE57IVSHWtQUlKC1NRUHcMCc3NztGzZEhUVFXjw4AG8vb3RvXt3ZplnyKXH2dm5xhik2lCpVDh69Cisra1rdZwG9+7dQ2JiIvr168f8s86cOQOZTIaIiAh07twZvr6+GDFiRK0cvn/77TeUlZWhf//+4DgOTZs2ha+vr8EJOysrCzt27EDv3r3h5OTEwrxpQygUwtvbG926dcOTJ08AAJ07dwbHcfjb3/4GBwcHnD17FqdPn2b1iYmJSE1Nxc8//4zOnTvX+4PBBBNedjg4OOhNH9m3b190795dp/zp06eQSCQYOnQoixsOqFXO165dg1wuh7W1NXtn5XK5DhddvHgRaWlp7LdIJMKAAQMgFosZhxUVFQEAevXqxfzdz58/zyx4g4OD4evry/pQKBQ4dOhQjS6DXbp0QYsWLaptow9VOUyDbt268fhJqVRi0KBBUKlU2LFjB9q3b8/jMIVCgbS0NN7Wmb+/v05mNEC9dWiIwwD1fWt0DnveKhciXdXxli1bSCAQUFJSElWFSqWicePGkZeXF0uabAyMyYyjyaAjlUopICCABg0aZHT/2ti4cSNTP2sQERFBISEhpFQq69QnEdGAAQMoICDA6FBvu3fvJoFAQHFxcXU+54EDB1gmkarZRDiOeyZJk01ikhddtDlMpVLRTz/9pJfDNKpjjuP0ctg333xD5ubmdPPmTR3Oqvp7ypQpvHfT1taWsrKyeBzGcRwJBAKKjY1lxw0fPpwd8+233/L6LCsrIy8vL16/+t79LVu28MZVVQxBw2GaraeqqNqPIQ67efMmWVhY8Ma3cOFCvX1qsvc8Tw57IVe0hnD79m289957eP/99zFr1iyjXYCSk5MxefJkLFu2DOHh4XrblJeXY8iQIcjJyYFQKMTSpUvh5+dXp3G+/fbbSEhI4H0prlq1CgqFotHNyAH1197IkSNhb2+Pixcv8sZRW3Tt2pVl1rh27RrGjRsHIoKHhwd27doFb2/vRk+abIIJLwukUimioqJqDPSycOFCDB06VC+HyeVyDB06FG+//TZL/K6Pw+bNm8fbOquoqMDYsWNRWFjIOEyTxUubA5YuXcoSoL/22mu8c1taWmL//v16NW3Tpk1DYmKiTvnKlSvx008/sd9mZmbYvXu3wexnaWlpeOONN7Bw4UJERkay8tLSUgwdOpSXuD04OFgvh3l5eeHChQsgIlbm6uqq93warFmzBmKx+Llw2Es10YpEIjg5OaFNmzZo166dUcckJibi2rVrcHR0rFY9wHEc7O3t1V8fIhECAwP1JkA3Bk2bNkXTpk15Za1bt0ZxcTGOHTuGwMBA3kMhl8sRFxfHU4O4urrqVYMYAyJiidlrEyFLqVTi3LlzaNq0KTN3t7OzY31oEsYTEdzc3BASElKrFFkmmPC/DpVKhatXryIjI0PvR7WtrS369u2LsLAwvRzm6enJXPDKysqY1XF2drYOhzVv3hzNmzdnvysqKuDs7AyRSFQth1Xd+6yK/Px8Hgdoj12Dq1ev4uzZswgLC0N2djYv1Z+ZmRlOnDjBJvkuXbrwktgLhUI0bdpU5yNDqVTiypUrvPSAXl5ejH8KCgpw8eJFdOjQAc7OznozDVXlsHPnzrG0fD4+PnB3d38+HNaYy2VjpTaq49qiS5cuFB4eXu9+GgJJSUkkEAh4ahciory8PGratClPpTFy5Eid441VHctkMmrTpg2z2DMWJSUl5OHhYTB7jyGYVMcmedVFw2Hl5eXk5eVFAOrNYTt37mR88Kw4rKysjDw9PWns2LE6dX369OFxlJeXF5WXl9OcOXMMWvpyHEeJiYmsj+o4rLCwkFxcXHjHa3OYJnvPL7/8YnD82hxWnedEVbySquPevXvj+PHj8PHxaZD+rly5gt69e2PJkiV48803G6TPusDHxwfHjx/XsXCztbXFL7/8wlvR6sv3+p///AeVlZU1ZgkRiUTYuHFjrYJxbN26FRs2bEBOTg6vPDExEfPnz8eyZcsgFosxffp0EKm/Bjds2GBa0ZpgghYsLCywbds2HDhwAF988UW9+urevTtOnDiBGTNmNCqHFRYWYuzYsRg4cCDGjh2LrVu3wsHBQW9bHx8frFq1CgKBAGKxGBYWFpg0aRL69u1rsH99keiqYtOmTdi0aRPze60LqnKYUCjE+vXrceLECSxcuBBz5szRmzxg6tSpdT6nsXghJ1oXF5cGi1AUEBAAInWoxeed1cfGxkbHvQZQT4yaABHVoX379nrLs7Oz8eDBAwDqCdrLywtdunSp1dgyMjJw9uxZBAYG8lRLcrmc3buioiKcOnUKRAR3d3ckJCTA3NzcFPTchFcemsTvzZs3x5tvvoni4mLExsYa/Ni9d+8e76NWJBKhffv2PAtkZ2dn9O7dG02aNMGDBw90OCw9PZ0Fi3F3dze4J1oTiAhlZWWQSqUQCAQICwvj1RcVFeHWrVtwdXWFu7s7evfuzbMYbtWqFVq0aIHLly/ksLmXAAAgAElEQVQzO5TAwECUlpYiNTUVN2/eZG2dnJxgZ2fHjpfJZLhy5QrOnj1bbeQsQM2fXbp0MZhpRx+Hde7cmd1njQq5KgICAhqfw2pa8gL4EcBTANeqlM8AcAvAdQBfaJXPA5AK4DaAvsYsq+uT+N0Y1GQJ97Jj4cKFzKKuronfo6OjycrKiu7fv69Tp7l32kmTUcWKj14A9Z1JTKJPngWHoUrACqLqPR3GjRvHs5i1t7enJ0+e6G2r2f6q2t/kyZPZ8Z988onBcxmD6sZ65MgR4jiOjh8/brBNXl4eOTo6EsdxZGlpSampqbRjxw4dy+UDBw7wjsvKyiJra2uDqueq21/VjdMQh2msjmsSasRn0BgT2E0A+mkXcBzXA0AkgPZE5A9g2Z/lfgBGAPD/85g1HMfVnA25Gly5cgXDhg3jJRuvLTiOMzrLzcmTJzFixIhqs/48evQIo0aNwuHDh1nZ3r178d577/Es5gxh5cqVmD59eq2TJn/++eeYPXu2TqaJqKgo7Nq1C7t27cLEiRNZeWJiIqKionDr1q0a+x4yZAjWr1+PBQsWYO3atbw6zb1r3bo1du3ahdDQUDRr1gzbtm3D3/72t1pdgwkmPAdswnPisI8//hjDhg3T4TAiQtOmTfHTTz8hMjISpaWlmDBhAoYNG4ZRo0bh0aNHrO2nn36KqKgoDB8+HElJSax80qRJWLt2LSwsLLBr1y52Hm3Rp77+6quvWL2GwziOM8hhQUFB2LVrF0+jVpXDrK2tsWHDBuzatQvbtm1Ds2bNEBoaynhJIydOnOBxGP31ocIQERGB3bt3Y/fu3QgLC+NxmD4eLywsxJgxYyCXy3kcplKpMHv2bJw4cYL1p5HQ0FDj/gMbCDWqjonoLMdxXlWKpwL4nIikf7bRBLuNBPDzn+XpHMelAugEIL6uAywpKUFKSgrLSNPYyPv/9s49Kqrr+uPfM8MM74cw+OIpKEJAi0IivmJJqq1JlsYVljEtxDTJSrR5aJrUaGutb2OEmiw0+FhRYqq/YpMaYhaiMYlJTBU0aouggigjIlHkDcMM89i/P4a5ncvMwIAMTOV81jpLOHPvufteud8zd9999q6txcWLF6FWq21uo9FoUFRUhNraWqGvpqYGxcXFdk2elZWVKCoqwuXLlxEcHGzzfUhnlEqlKN+nibi4OKtJsRsbG1FUVGSXWyQmJgbh4eHYsWOHKJLRnCFDhiAlJQWnT5+Gh4cHnnrqKWHpD4fjrAykhl29elXIg97c3AyNRoOKigq4u7tj3LhxSElJwZ07d3Dp0iWUlpYCMEbtmifreeSRR+Dt7Y3MzExR2byJEyciODgYO3fuRGtrq9Wcv4GBgRZ9N27cELY117DLly/j0KFD2LBhg1CeDjBOouPGjYOXl5fQZ03D5syZIzqOl5eXxfKhr776ChUVFcLvMpkMY8aMEWXImjp1KlJSUgAAx44dE87PnPb2dlRUVGDo0KHQ6XQoKSlBQkIC5s6dK9KwsrIy+Pj4CBHebm5uCAsLw+nTp4UvFHfu3HGOXMcAwmHmdgFwAcAaAAUAvgXwYEf/NgCpZtt9CCDFxpgvATgL4GxoaKhNd4DBYKD29vZ+c/3q9XrSarXdbqfVakXJJ+zdj4hIp9NRWVkZeXt7U0ZGht226XQ6u49B1Ltrp9Vqu41qNrfjjTfe4K5j3py+OVrDYMV1TPTfvOCm+/D8+fPk6upKH374oXAP6fV6YZv29nar93hX97L5MTo3a/eyTqcTPjfXsI0bN5KHhwdVVFSIts/PzyeZTEbHjx8XjdFXGtbZfnObbJ33pUuXyMPDg7KysoQxTPuZa5hWq6Xc3FySyWQkk8loypQpZDAYRNdgyZIlDtew3gZDuQDwB5AE4EEABxljXS/O6gQR7QKwCwASExPJ1naMsX6NbJVIJHYllTAPWgCM37zy8vKwevXqbp9QpVIphg0bhq1btyIxMdFu27qLNu6M+bW7evUq0tPTsWjRIqup4kx0Pq++sIPDcUL6VMM6YhUsD9LpfgoJCUFmZiamTZsmfGaP5ly9ehUZGRlYvHixRVCktXvWYDBg3bp1GDp0qEVUrVQq7dE9/MADDyAzM1OUNMIeDTtz5gz27NmDt99+G+Hh4QCArKws1NfX409/+pNwzl1pjknD0tPThZSJgPHJNCMjQwgiNY3R3t6OVatWITY2FmlpaXBxcUF8fDwyMzMBGAPMGGOia9AfSYR6O9HeBPBPIiIAhYwxAwAFgCoA5r6C4I6++56rV6/iyJEjWLZsmV2uYG9vb7zwwgtWP7t9+7bVAtAKhcLubFid+emnn7Bz504kJiZi5MiRQt5TE83NzWhpacGwYcN69Ifn6+vLl/hw/hfpUw2TyWSQSCRdxnYEBgYiICBAFEfRmZaWFjQ1NQmJJ0zcunULO3fuxOzZs4WJtqGhAS0tLQCM96G3tzcAY5a7mpoaHDhwADExMfe8fCUkJAQvv/yyRb81DWtpaRFK2505cwY7d+7E448/LpxLbm4ubt68iYULF0KhUMDDw8MuG/71r3/h+++/F9y90dHR2LJli0h7mpub8dNPP2Hfvn34+c9/LuR3Dg0NtWp/v2LPYy8s3S6LAKzt+DkKQCUABmMAwb8BuAIYBeAaAGl34zs66rg/aG9vp+bm5nt2cavVaoqLiyNPT0+LduTIkV6Pa1rs7erqShMnTrTINfrOO+/Q0KFDqaqqqkfjajQamjBhApETuAd5481Wc7SGTZgwgTZv3mz1vjW1rqJ2TXzwwQc0ZMgQKisrE/WbSn2al7l87bXXhLE3bNgg9H/44Yfk6elJjDGaO3dut8c0Yct13BMyMzMFm1xdXQkAubu7C31SqZQkEgl5enpSdna23eO2tbXRsWPHhAjh6OhoqxpmOm8XFxfy8fGhoqKibsfuj9df3T7RMsb+D8DPASgYYzcB/AXGcPk9jLGLANoBLCQiAlDMGDsIoASADsArRDSwi1f7CZlMZveT3SeffAKlUoklS5ZYuE1cXFywePFi0cLta9euYe/evaIi9Z999hnKysqwZMkSyOVy0RgGgwGZmZmiqkVhYWHYsGEDDAYDAgMDLVxHU6dOhUQiEb4V24tcLu8X1wuH01v6Q8Oqq6uhUqmwfPlyAMbVEp988gkA4zrThQsXdpn6UK1WY+vWrdBoNFa9YqNGjcK6desQExMj9LW3twtBQuYesAkTJuDtt9/Gtm3bujNbxIwZMyCVSm2uU83OzkZbWxsWLVqETz/91KqGPfTQQ8I1MLFz507hST8tLQ1+fn7Ytm0b/vGPf6CsrAyAMUmRqcpRQUEBDh8+DMBYkeeZZ56Bm5sboqOju9QwrVYLrVaLP/zhD/D29hbc29Y4ePCgkI/a19dXSBfpMBw5i9vb7ocn2p6QmpoqpC+zh++++478/PwoPz9f6Hv99dcpNjbWovqHRqOhO3fuUFRUVI9TMNpLa2sr1dfXU319PanVap6CkbdB39ApGConJ4f8/PzIz8+P5s2bR0TG9ICm+8ZU3N1EQ0MDjR49mpYvX072snTpUuEY77zzjugzrVZLSUlJVlO5mttRX19PDQ0NZDAYSK1WU0NDg0WFMa1WS/X19fTEE0/QtGnTqLa2lubPn2+XhhkMBnr00UcFO/Pz86m4uJgCAgKEPj8/P9qyZYuwz/bt222uo+2MSqUSzmPt2rU0cuRIKikpsVrZzfy8n3rqKeEY/VG9Z8D/QIn4RNsd7e3tVFNTI7o5m5ubqba21mLbPXv2kEKhIKlU6rCJ9qWXXiKFQkEKhYKysrL4RMvboG+dJ1q1Wk01NTVUU1NDDQ0NRES0YMEC4b45cOAAmWMwGKi2tpaam5vJXpqbm4VjWJtY6urqqLGx0aL/xRdfFOxQKBQUHR1NDQ0N9N5771FoaChVVlaKtj9+/DgpFArKzc2lb775hoYOHUqurq52a1h9fb1gp0ajIZ1OJ/xuzf6eTLTLli0TzuPPf/4zKZVKiouLo6VLl1psO2/ePGFbk1u7vyZap0zB+L9IYWEhCgoK8Nxzz3Xrfp09ezbGjh1rV4QvYHRLm69rAyBa02bO2LFj8Zvf/AYff/wxysrKhMXp5unZ6urq8PHHH4sSX0yaNAkPPvggsrOz0dLSAsYYUlNTLY4LGEvnmVLL3blzRyimzOFwjLi6ugqVdpRKJfbs2YMLFy4IwTzm62QBY3StvevpTXh5eVnVgaKiInz99ddITU216gaePn06dDod9u3bB4PBAIlEAiKCSqXC3bt3LVLVBgUFIS0tDdHR0fDw8EBaWhoMBgP8/f0FDVOr1di7d6+Qi33hwoVCxR4/Pz8LG6zpion4+HgsWbLELg07efKkcE2JCP7+/mhoaMCpU6ewdetWi+tinozD19cXCxcuRHNzs+M1zJGzuL3NmZ5odTodtbW19Tio6d133yV/f39SKpW9Oq5araa2tjah2SqMbA/t7e0UHx9PMpmMAFgUTb58+TJ5e3uTm5ub0NasWSNUvpBKpeTp6ek0gQS88ebsjTFGK1asIGt8+eWXonvNzc2N9u3bZ3Vbc/R6vUgT2traLNy61tixYwe5uLh0ef+WlpaSj48Pubm5UUhICFVXV9OaNWt6FQyl1WqpqqpKqEDm6upKxcXFIg0znYs99hNZatjx48dFHr1Lly4Jn5naypUrBQ0z9bm6uoquu1wuJwAkk8nogQceILVa3S8axqNYOnHw4EGMGzdOtGbLHl566SWcO3euVy/VGxsbMWXKFMTExAjtrbfe6vE4JmQyGQ4fPoz333/f6ucRERH4z3/+g5KSEqG9/vrrwucpKSm4ePHiPRWM53AGE7GxsUIx9c5MnTpVdK+VlJRg3rx53Y6Zl5cn0oSYmBh8/fXXfWLvqFGj8O9//xslJSXIzc3FzJkz8d577/VqrPT0dEyePFnIrqTRaPDLX/5SpGEFBQWIiYnBiRMn7Bqzs4alpaUhLS2tR3ZJpVJ89tlnouuek5MDxhjS09Nx9OjRLmuU9yX3reu4oqLCohrEI488YpESrDNNTU2oqKiwcO10h6+vr6i4cVecPHkSt2/fxpNPPiksnJ48ebKwJg6AKLqwNwQHBwtrZfPy8lBeXg4ASE5ORmhoqLCA3ByNRoOUlBSMHz/e6uccDsc6rq6uNqN13d3dMWrUqB6PqVKpROkKAfS6yszRo0eh1+vx2GOPATCubjDd401NTZg+fTpUKhXkcrngjiYifPHFF8IKiFmzZmHEiBEAxBo2atQoJCcnWxzTXMP8/PwwY8YMBAQEoKGhAZ9//jmICJ6ennjyySetvkYz17Dq6mpcuHABH330EZKTk+Hr64vU1FTR668JEyZAJpMhJSUF9fX1kEgkiIuLE7mcTZV8Ll26hMLCQsdHG5tw5OOyvc3cdazX6602cwwGQ7cuiIMHD5JEIhG13Nxc4Ri2XMO7du0SXB99RefzePbZZykyMpJUKpVwLrbOtbtrQWT7enz66acW16Crosld2W2rcdcxb7wZNczavexIDbOlB9Y0LDk5maZOnSrarqsxTJ/Hx8cLbtj8/Hxh+7S0tF5r2IULF0gul5NEIqGwsDBqbGy0aUd3GmbtOnb1f3Dq1Cmh4lhERAS1trb2i4YxIpvZD/uNxMREOnv2LDQaDebNmyfUVjVn+/btQp3EVatW4cyZMzh06JDNTEmNjY1QKpWivvDwcNTU1GD+/PlYsWKFkLjanLq6OlRVVSEqKqpP3AonT57EK6+8AsDoXtq/fz9u3ryJ1tZWjB07Fu+99x6ys7OF7eVyOQ4dOoTg4GAQEdLS0kTJwqOiopCTkyNau7pt2zb8/e9/R25uLgICArq9Bj4+Pt3abTAY8PTTTwuJzm3x61//Gvv27UNxcbF95ZE4nPuQxMREeu211/DXv/7V5jZ9rWE6nQ5Dhw5Fbm6uKMOSNQ0rLy8HEWH06NEAjAFaKSkpaG9vR0BAAHJzcy2COA0GAxISEoSqQxEREcLT7qJFi5CcnNwrDQsJCcH69eshkUhQW1uL5cuXQ61Ww9vbu8catnHjRhw/fhyff/45vLy80NbWhrlz59oMblKpVMJrQblcjqioKKSmpjpcw5zKdcwYQ1BQkFU3gru7u/CzQqFAUFBQl6XvfH19MX78eIv+hoYGhIaG2owM9vf373H0H2BMwVhaWork5GSRre7u7ggLCwMAoZh9SEgIVCoVjhw5gu+//15YOB0REWFR/Hn48OFCxY7CwkIYDAZ0/nLk5+eHkJAQiwXctq6BvYwYMcKmC72lpQXffvst5HK56Hw5nMGKj4+PcK9bo681TK/Xw8PDA/n5+YiLi0NUVBQA6xoWGRkp+l0mkyEkJAQ6nQ5+fn5gjFloGGMMM2bMsPq6LSYmBqGhob3WsHHjxkEqleLu3bsICwvD+fPnoVQqhcQbRIQTJ07A29u7y3zw/v7+CAkJER48GGMIDg4WfXm5ffs2CgsLLfZtb2/HxYsX+0fDHPm4bG9zpqjj3tLT9GXXrl0jd3d3UdTcG2+80eU+TzzxBMXFxXVbXac/uHr1Krm6uvbLGjTeeHP2NlAaVlVVRV5eXvSXv/zlnscaSA1buXIl+fr6UnV1NREZo46jo6P7JBdAd4Xf+TpaB1NbW4vU1FSoVCp4eHjgb3/7GwICAqDX6/H8888jKCgIGzdudKgNixcvxoIFCwAYX/5rtVo8++yzuHXrFhhjyMrKEoIKNm3aBI1G023lDZ1Oh+effx7h4eFYu3atQ+wOCgrC8ePHER4ejv379zvkGBzO/wpXrlxBVlbWPSfw7y3Z2dkoKCiw0DDzYKrY2Fh88MEHfX7srjTMxMSJE7F161YLDaupqUFqaiqmTp2KvLw8kdsYAL799lvMmDEDmZmZvfbOTZkyRQiMvXTpEhYvXgyi/n1lOqgnWiKCXq8XmuniExF+/PFHNDY22j1WcHAwJk+ebHd1HTc3NyQlJWH69OlCqSfAGPl75swZlJeXgzGGkydPQq/X2yzubuu8zpw5g8rKSpw8eRLjx4+3671sT3BzcxPeN3E4g52WlhZcv369348rl8sxefJkqFQqqxpWXFwMAIiLixNF6FrDERpmwjSxdtYwIoLBYEBYWBimTJlicYy7d+/iu+++w8mTJ8EYEwq4m6PVanHu3DlotVq4uLhg4sSJovzv/v7+gn2mc4uKikJgYKBgr/mKD4fgyMdle5uzuY61Wi3Fxsb2qPJFX6FWqykyMlLk2khOTu7RGCa3CwBijFkkrOhruOuYt8HeYKPw+0Bh0jCThpw4caLfjt3XGmZq06ZNs7ptdXU1+fr6EgDy8vKySCFpTkFBATHGRCkwnaJ6z0Bz4cIFrF69GqtWrcLEiRP75ZhSqRSZmZlCmsF74dy5c1i7di3WrFljUbDZGjKZDDt27BCtlzN98+opSUlJWLFiBR544IFe7c/hcOwjMjISzz33nKiPiPDmm2/i2rVrADAgGtbU1ATGWJfesMbGRixevBiPPfYYUlNThf7O9gPGYKeMjIwug7j6WsNM1YA6u5VNDBkyBAcOHIBWq4VOp8OyZcugUqmsbltfXw8iQkZGBnJycgAYKw51Dhbra5x+olWpVCgvL7d54fqa+vp6VFVVYcqUKX2yvMeW/VqtFmVlZSJ3jkKhwPDhw/GLX/zC6limqDxTiH53BAUFYc6cOXbbajAYUFZWJkT+jRkzBu3t7VAqlQgPD7eZX5nDGez4+flZfKElInz33Xe4cuUKwsPD+0TDbty4IUTwBgUFWU2S0VMN0+v1UCqVqKurAxGhrKwMHh4eGDlyJG7evClyAZu7lftCw0xjBAYGWp2Mg4KCMHfuXJu2V1dXo7GxEb/61a8gkUjQ0tKCpUuXCmX5bPHjjz+iqKgIY8aM6TOt7xJHPi7b27pzHfdnlO2uXbvIzc2tTxNWWLP/+vXr5OXlRVKpVGhvvvlml+PMmTOH4uPju70evY3Ya25uprCwMJJKpSSXy6moqIgOHz5MUqmUvv76a5v7cdcxb4O9WdMwvV5PCQkJNHPmzD7TsHnz5gl6sWvXLqvb9EbDdDodGQwGam1tpYiICHrhhReEc9DpdEIzTw7RFxpWWVlJPj4+tG7dOtF29mrYq6++SkFBQUKVos65jrtq/ZmwwumfaAF0G2Xblzz88MPIysrqcWquvLw8HD58GOvXr7dwcVizX6FQYPv27aJi7tbcO+vXrxdcN9OnT8fo0aO7LbQulUqxYcMGlJeX4/nnn8eKFSswZswYAMbkFufOnbO6n4uLC5YvXw65XC6safb19cWuXbsQHR1tdZ+cnByLNHEcDgeQSCRYtWoVXF1d71nDrly5gs2bN2PKlCmYMGECVq9ebTO4yWAwQKfTdRv8ZI5UKkVeXh4OHTqEt956S9CirrTGXMNaW1vxxz/+Efn5+ULKRmt01jBTEfjy8nK8+uqr2LhxI3x8fCw0zBanTp1CXV0dXnnlFchkMuh0Oovjjx8/HkuWLMGWLVtw+fJlob+mpga/+93vcPbsWbuu0T3hyFnc3jZu3Diqr6/v8ptLV+j1eqqsrKS6uroe7afT6ejGjRtUUVFBN27csOtbZ01NDVVVVVn0b9++naKjo7t8Ed9TDAYDzZkzh8LCwigsLIy++uqrHu2fl5dHYWFhVFhYKPS9/PLLNHLkSItvd76+vhQdHS2sY+sOrVZLSqWSXnzxRZ6CkbdB38aNGyfoiFarpZ5i0rCKigpSKpUWY5w+fZrCwsLo2LFjVFpaShEREbR//36rGrZ//36KjIyk0tJS0RgajYaUSiVVVFT0uYY1NDRQfHy8oFW2mi0N67yO1oRJwzo3axqGjuDPoKAg0ba//e1viciYhtK0nUKhsBiDHPj3MeB/oERdl5iyh/r6egoNDe3WbdGZW7duUWBgILm7u1NgYCDdunWr231SU1Np/PjxopJNRMaJpzfl9bpDrVaTSqUilUpld4kpE3q93mI/jUZD58+ftygxtXz5cmpra7N77PLycvLz8yMXFxc+0fI26BtjjNzd3WnIkCE9LjNH9F8Nc3d3J19fX4tJ0vxeNhgM1NbWRjqdzqqG2Sr1WVBQQB4eHuTu7u4QDWtraxO0ylazpWG2JlrTeXdu1jQMAHl6elJZWZloW9N5mk+02dnZVFRUJCoATw78+5CuXr3a8Y/N3bB79+7Vy5Yt61HFmIaGBqxduxYSiQQRERHw8PDA5MmTERoaivT0dFy/fl1Y4Hzt2jVs2rQJQUFBohfujDF4eXnh4YcfRnJyMpKSkkTrr6whk8kQFxeHhIQEUeTdiRMnsHfvXiQmJuLixYt4//33ERsbK6R63L17N3744Qc89NBDyMnJwRdffIGkpKRu3cAuLi6QyWSQyWTIzs7GN998g6SkpC6j/szPTyaTgTGG69evY9OmTQgODkZwcDAUCgWamprQ2NiIlStXYtasWQgODsamTZtw586dLiOVDxw4gCNHjmDWrFl49NFHUVJSgt///vdrujWIw7lP2b179+rJkyejpKQEzc3NaG1tFdyvpaWl2Lx5M7788ksUFxdj0qRJYIxZ1TAiwsWLF9Ha2oqmpiZBw65fv4709HQcP34cRUVFmDZtGqRSqVUNc3Nzg4uLi4VGVFZWYseOHViwYAGefvrpPtcwc62y1WxpmFwuR3R0NCZNmgS5XA6DwYCMjAxcu3YNCQkJkMlkuHnzJrZs2YLQ0FCrGjZ79mzMmDEDP/zwA1pbW/Gzn/0MMplMcNu7u7tjxIgRKCwshE6nw+3bt/H4449j5syZjtcwR87i9rberKOtqKggDw8P2rRpk6hfo9FQVFQUzZ8/X+g7ceIEAaDPPvusx8exF/P0ZXv37iWJRELnzp0TPp85cyYlJCSQXq+n1NRUCg8PJ5VK1aNj3EsKxu+//54AiCpfLF68mIYPH04NDQ1E9N9AAlMghC2eeeYZioyMJLVaTUQ8GIo33hISEujdd98Vno5SU1PJxNGjR4X++Ph44anOmoa9//77wrbWNAwAxcbG9so9ferUKQJAOTk5Vj93Jg2zFgzVFxpmWkcLoF81zCmq9zDGagC0Arg70LZYQQHntAtwHtvCiKh3C+U4nPsAxlgzgCsDbYcNnEUnOuNMdjlUw5xiogUAxthZIrJdpmGAcFa7AOe2jcMZTDjzveistjmrXY6g6xeEHA6Hw+Fw7gk+0XI4HA6H40CcaaLdNdAG2MBZ7QKc2zYOZzDhzPeis9rmrHb1OU7zjpbD4XA4nPsRZ3qi5XA4HA7nvmPAJ1rG2K8YY1cYY1cZY8sH2JYQxtg3jLESxlgxY2xJR/9qxlgVY+xCR3tsAGyrYIwVdRz/bEefP2PsS8ZYWce/lqU8OByOQ3EWDXNm/eqwY9Bq2IC6jhljUgClAGYCuAngDIBniKhkgOwZAWAEEZ1jjHkD+BHAkwDmA2ghovSBsKvDtgoAiUR016zvXQB1RPROxw0+hIjeHigbOZzBhjNpmDPrV4d9FRikGjbQT7QPAbhKRNeIqB3A3wHYLj7oYIiomojOdfzcDOASgKCBsscO5gL4qOPnj2C8qTgcTv/hNBr2P6hfwCDRsIGeaIMAVJr9fhNO8ofBGAsHMAFAQUfXq4yx/zDG9gyQe4MAHGOM/cgYe6mjbxgRVXf8/BOAYQNgF4czmHFKDXNC/QIGsYYN9ETrlDDGvAB8CmApETUByAIQCSAeQDWAjAEwaxoRTQQwG8ArjLGHzT8k4zsAHkLO4QxynFS/gEGsYQM90VYBCDH7Pbijb8BgjMlg/CPdT0T/BAAiuk1EeiIyANgNo7uoXyGiqo5/7wA41GHD7Y73Mqb3M3f62y4OZ5DjVBrmrPrVYceg1bCBnmjPABjDGBvFGJMDWADg84EyhhnrNn0I4BIR/dWsf4TZZvMAXOxnuzw7ghvAGPMEMKvDhs8BLOzYbCGA3P60i8PhOOppE4wAAAC9SURBVI+GOat+ddgwqDXMZSAPTkQ6xtirAI4CkALYQ0TFA2jSVABpAIoYYxc6+v4I4BnGWDyMbo0KAC/3s13DABzqqN/oAuAAEeUzxs4AOMgYewGAEsboQg6H0084mYY5q34Bg1zDeGYoDofD4XAcyEC7jjkcDofDua/hEy2Hw+FwOA6ET7QcDofD4TgQPtFyOBwOh+NA+ETL4XA4HI4D4RMth8PhcDgOhE+0HA6Hw+E4ED7RcjgcDofjQP4fgvH+YtqpvmEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2, figsize=(10,5))\n",
    "ax[0].imshow(image_sharp_binarized, cmap='gray')\n",
    "ax[0].set_title('image_sharp_binarized')\n",
    "ax[1].imshow(image_sharp_binarized2, cmap='gray')\n",
    "ax[1].set_title('image_sharp_binarized2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'image_enhanced')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2, figsize=(10,5))\n",
    "ax[0].imshow(image_grey, cmap='gray')\n",
    "ax[0].set_title('image_grey')\n",
    "ax[1].imshow(image_enhanced, cmap='gray')\n",
    "ax[1].set_title('image_enhanced')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Sharp Image')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "image = cv2.imread('126_F_1_R_D_1_1_gray_gau.jpg', cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "# 커널 생성(대상이 있는 픽셀을 강조)\n",
    "kernel = np.array([[0, -1, 0],\n",
    "                   [-1, 5, -1],\n",
    "                   [0, -1, 0]])\n",
    "\n",
    "# 커널 적용 \n",
    "image_sharp = cv2.filter2D(image, -1, kernel)\n",
    "\n",
    "fig, ax = plt.subplots(1,2, figsize=(10,5))\n",
    "ax[0].imshow(image, cmap='gray')\n",
    "ax[0].set_title('Original Image')\n",
    "ax[1].imshow(image_sharp, cmap='gray')\n",
    "ax[1].set_title('Sharp Image')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "def thresholding():\n",
    "    img = cv2.imread(\"126_F_1_R_D_1_1_gray_gau.jpg\", cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "    ret, thr1 = cv2.threshold(img, 127, 255, cv2.THRESH_BINARY)\n",
    "\n",
    "    ret, thr2 = cv2.threshold(img, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)\n",
    "\n",
    "    blur = cv2.GaussianBlur(img, (5, 5), 0)\n",
    "    ret, thr3 = cv2.threshold(blur, 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)\n",
    "\n",
    "    titles = [\n",
    "        'original', 'Histogram', 'G-Thresholding',\n",
    "        'original', 'Histogram', 'Otsu-Thresholding',\n",
    "        'Gaussian Filter', 'Histogram', 'Otsu-Thresholding'\n",
    "    ]\n",
    "\n",
    "    images = [img, 0, thr1, img, 0, thr2, img, 0, thr3]\n",
    "\n",
    "    for i in range(3):\n",
    "        plt.subplot(3, 3, i * 3 + 1), plt.imshow(images[i * 3], 'gray')\n",
    "        plt.title(titles[i*3]), plt.xticks([]), plt.yticks([])\n",
    "\n",
    "        plt.subplot(3, 3, i * 3 + 2), plt.hist(images[i * 3].ravel(), 256)\n",
    "        plt.title(titles[i * 3]), plt.xticks([]), plt.yticks([])\n",
    "\n",
    "        plt.subplot(3, 3, i * 3 + 3), plt.imshow(images[i * 3+2], 'gray')\n",
    "        plt.title(titles[i * 3+2]), plt.xticks([]), plt.yticks([])\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "thresholding()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
